{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "options(warn=-1)\n",
    "\n",
    "library(xts)\n",
    "library(Quandl)\n",
    "library(dplyr)\n",
    "library(plotly)\n",
    "library(lubridate)\n",
    "library(forecast)\n",
    "library(TSPred)\n",
    "library(fGarch)\n",
    "library(tseries)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Dowload data using Quandl API\n",
    "\n",
    "- The API will provide weekly data since 04/08/1990 \n",
    "- It will form a dataframe which needs to be reversed to in chronological order"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "qurtly_data = Quandl(\"CHRIS/CME_NG1\", collapse = 'quarterly')\n",
    "monthly_data = Quandl(\"CHRIS/CME_NG1\", collapse = 'monthly')\n",
    "daily_data = Quandl(\"CHRIS/CME_NG1\", collapse = 'daily')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "qurtly_data <- qurtly_data[rev(rownames(qurtly_data)),]\n",
    "monthly_data <- monthly_data[rev(rownames(monthly_data)),]\n",
    "daily_data <- daily_data[rev(rownames(daily_data)),]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead><tr><th></th><th scope=col>Date</th><th scope=col>Open</th><th scope=col>High</th><th scope=col>Low</th><th scope=col>Last</th><th scope=col>Change</th><th scope=col>Settle</th><th scope=col>Volume</th><th scope=col>Previous Day Open Interest</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><th scope=row>6831</th><td>1990-04-03</td><td>1.580     </td><td>1.655     </td><td>1.580     </td><td>1.635     </td><td>NA        </td><td>1.635     </td><td>240       </td><td>110       </td></tr>\n",
       "\t<tr><th scope=row>6830</th><td>1990-04-04</td><td>1.620     </td><td>1.650     </td><td>1.599     </td><td>1.620     </td><td>NA        </td><td>1.620     </td><td> 84       </td><td>127       </td></tr>\n",
       "\t<tr><th scope=row>6829</th><td>1990-04-05</td><td>1.615     </td><td>1.635     </td><td>1.610     </td><td>1.615     </td><td>NA        </td><td>1.615     </td><td> 57       </td><td>112       </td></tr>\n",
       "\t<tr><th scope=row>6828</th><td>1990-04-06</td><td>1.615     </td><td>1.635     </td><td>1.610     </td><td>1.625     </td><td>NA        </td><td>1.625     </td><td> 62       </td><td>136       </td></tr>\n",
       "\t<tr><th scope=row>6827</th><td>1990-04-09</td><td>1.612     </td><td>1.640     </td><td>1.612     </td><td>1.637     </td><td>NA        </td><td>1.637     </td><td> 37       </td><td>145       </td></tr>\n",
       "\t<tr><th scope=row>6826</th><td>1990-04-10</td><td>1.625     </td><td>1.630     </td><td>1.613     </td><td>1.620     </td><td>NA        </td><td>1.620     </td><td> 29       </td><td>150       </td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{r|lllllllll}\n",
       "  & Date & Open & High & Low & Last & Change & Settle & Volume & Previous Day Open Interest\\\\\n",
       "\\hline\n",
       "\t6831 & 1990-04-03 & 1.580      & 1.655      & 1.580      & 1.635      & NA         & 1.635      & 240        & 110       \\\\\n",
       "\t6830 & 1990-04-04 & 1.620      & 1.650      & 1.599      & 1.620      & NA         & 1.620      &  84        & 127       \\\\\n",
       "\t6829 & 1990-04-05 & 1.615      & 1.635      & 1.610      & 1.615      & NA         & 1.615      &  57        & 112       \\\\\n",
       "\t6828 & 1990-04-06 & 1.615      & 1.635      & 1.610      & 1.625      & NA         & 1.625      &  62        & 136       \\\\\n",
       "\t6827 & 1990-04-09 & 1.612      & 1.640      & 1.612      & 1.637      & NA         & 1.637      &  37        & 145       \\\\\n",
       "\t6826 & 1990-04-10 & 1.625      & 1.630      & 1.613      & 1.620      & NA         & 1.620      &  29        & 150       \\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "| <!--/--> | Date | Open | High | Low | Last | Change | Settle | Volume | Previous Day Open Interest | \n",
       "|---|---|---|---|---|---|\n",
       "| 6831 | 1990-04-03 | 1.580      | 1.655      | 1.580      | 1.635      | NA         | 1.635      | 240        | 110        | \n",
       "| 6830 | 1990-04-04 | 1.620      | 1.650      | 1.599      | 1.620      | NA         | 1.620      |  84        | 127        | \n",
       "| 6829 | 1990-04-05 | 1.615      | 1.635      | 1.610      | 1.615      | NA         | 1.615      |  57        | 112        | \n",
       "| 6828 | 1990-04-06 | 1.615      | 1.635      | 1.610      | 1.625      | NA         | 1.625      |  62        | 136        | \n",
       "| 6827 | 1990-04-09 | 1.612      | 1.640      | 1.612      | 1.637      | NA         | 1.637      |  37        | 145        | \n",
       "| 6826 | 1990-04-10 | 1.625      | 1.630      | 1.613      | 1.620      | NA         | 1.620      |  29        | 150        | \n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "     Date       Open  High  Low   Last  Change Settle Volume\n",
       "6831 1990-04-03 1.580 1.655 1.580 1.635 NA     1.635  240   \n",
       "6830 1990-04-04 1.620 1.650 1.599 1.620 NA     1.620   84   \n",
       "6829 1990-04-05 1.615 1.635 1.610 1.615 NA     1.615   57   \n",
       "6828 1990-04-06 1.615 1.635 1.610 1.625 NA     1.625   62   \n",
       "6827 1990-04-09 1.612 1.640 1.612 1.637 NA     1.637   37   \n",
       "6826 1990-04-10 1.625 1.630 1.613 1.620 NA     1.620   29   \n",
       "     Previous Day Open Interest\n",
       "6831 110                       \n",
       "6830 127                       \n",
       "6829 112                       \n",
       "6828 136                       \n",
       "6827 145                       \n",
       "6826 150                       "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "head(daily_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead><tr><th></th><th scope=col>Date</th><th scope=col>Open</th><th scope=col>High</th><th scope=col>Low</th><th scope=col>Last</th><th scope=col>Change</th><th scope=col>Settle</th><th scope=col>Volume</th><th scope=col>Previous Day Open Interest</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><th scope=row>6</th><td>2017-06-26</td><td>2.990     </td><td>3.052     </td><td>2.975     </td><td>3.047     </td><td>   NA     </td><td>3.027     </td><td> 61332    </td><td> 26928    </td></tr>\n",
       "\t<tr><th scope=row>5</th><td>2017-06-27</td><td>3.049     </td><td>3.060     </td><td>3.012     </td><td>3.020     </td><td>0.010     </td><td>3.037     </td><td> 44524    </td><td> 21360    </td></tr>\n",
       "\t<tr><th scope=row>4</th><td>2017-06-28</td><td>3.020     </td><td>3.080     </td><td>3.016     </td><td>3.064     </td><td>0.030     </td><td>3.067     </td><td> 10609    </td><td>  7063    </td></tr>\n",
       "\t<tr><th scope=row>3</th><td>2017-06-29</td><td>3.080     </td><td>3.122     </td><td>3.032     </td><td>3.037     </td><td>0.052     </td><td>3.042     </td><td>155622    </td><td>275106    </td></tr>\n",
       "\t<tr><th scope=row>2</th><td>2017-06-30</td><td>3.037     </td><td>3.052     </td><td>2.974     </td><td>3.041     </td><td>0.007     </td><td>3.035     </td><td>151157    </td><td>274412    </td></tr>\n",
       "\t<tr><th scope=row>1</th><td>2017-07-03</td><td>2.949     </td><td>3.050     </td><td>2.935     </td><td>2.950     </td><td>0.084     </td><td>2.951     </td><td>142393    </td><td>275176    </td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{r|lllllllll}\n",
       "  & Date & Open & High & Low & Last & Change & Settle & Volume & Previous Day Open Interest\\\\\n",
       "\\hline\n",
       "\t6 & 2017-06-26 & 2.990      & 3.052      & 2.975      & 3.047      &    NA      & 3.027      &  61332     &  26928    \\\\\n",
       "\t5 & 2017-06-27 & 3.049      & 3.060      & 3.012      & 3.020      & 0.010      & 3.037      &  44524     &  21360    \\\\\n",
       "\t4 & 2017-06-28 & 3.020      & 3.080      & 3.016      & 3.064      & 0.030      & 3.067      &  10609     &   7063    \\\\\n",
       "\t3 & 2017-06-29 & 3.080      & 3.122      & 3.032      & 3.037      & 0.052      & 3.042      & 155622     & 275106    \\\\\n",
       "\t2 & 2017-06-30 & 3.037      & 3.052      & 2.974      & 3.041      & 0.007      & 3.035      & 151157     & 274412    \\\\\n",
       "\t1 & 2017-07-03 & 2.949      & 3.050      & 2.935      & 2.950      & 0.084      & 2.951      & 142393     & 275176    \\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "| <!--/--> | Date | Open | High | Low | Last | Change | Settle | Volume | Previous Day Open Interest | \n",
       "|---|---|---|---|---|---|\n",
       "| 6 | 2017-06-26 | 2.990      | 3.052      | 2.975      | 3.047      |    NA      | 3.027      |  61332     |  26928     | \n",
       "| 5 | 2017-06-27 | 3.049      | 3.060      | 3.012      | 3.020      | 0.010      | 3.037      |  44524     |  21360     | \n",
       "| 4 | 2017-06-28 | 3.020      | 3.080      | 3.016      | 3.064      | 0.030      | 3.067      |  10609     |   7063     | \n",
       "| 3 | 2017-06-29 | 3.080      | 3.122      | 3.032      | 3.037      | 0.052      | 3.042      | 155622     | 275106     | \n",
       "| 2 | 2017-06-30 | 3.037      | 3.052      | 2.974      | 3.041      | 0.007      | 3.035      | 151157     | 274412     | \n",
       "| 1 | 2017-07-03 | 2.949      | 3.050      | 2.935      | 2.950      | 0.084      | 2.951      | 142393     | 275176     | \n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "  Date       Open  High  Low   Last  Change Settle Volume\n",
       "6 2017-06-26 2.990 3.052 2.975 3.047    NA  3.027   61332\n",
       "5 2017-06-27 3.049 3.060 3.012 3.020 0.010  3.037   44524\n",
       "4 2017-06-28 3.020 3.080 3.016 3.064 0.030  3.067   10609\n",
       "3 2017-06-29 3.080 3.122 3.032 3.037 0.052  3.042  155622\n",
       "2 2017-06-30 3.037 3.052 2.974 3.041 0.007  3.035  151157\n",
       "1 2017-07-03 2.949 3.050 2.935 2.950 0.084  2.951  142393\n",
       "  Previous Day Open Interest\n",
       "6  26928                    \n",
       "5  21360                    \n",
       "4   7063                    \n",
       "3 275106                    \n",
       "2 274412                    \n",
       "1 275176                    "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tail(daily_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<ol class=list-inline>\n",
       "\t<li>110</li>\n",
       "\t<li>9</li>\n",
       "</ol>\n"
      ],
      "text/latex": [
       "\\begin{enumerate*}\n",
       "\\item 110\n",
       "\\item 9\n",
       "\\end{enumerate*}\n"
      ],
      "text/markdown": [
       "1. 110\n",
       "2. 9\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "[1] 110   9"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<ol class=list-inline>\n",
       "\t<li>328</li>\n",
       "\t<li>9</li>\n",
       "</ol>\n"
      ],
      "text/latex": [
       "\\begin{enumerate*}\n",
       "\\item 328\n",
       "\\item 9\n",
       "\\end{enumerate*}\n"
      ],
      "text/markdown": [
       "1. 328\n",
       "2. 9\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "[1] 328   9"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<ol class=list-inline>\n",
       "\t<li>6831</li>\n",
       "\t<li>9</li>\n",
       "</ol>\n"
      ],
      "text/latex": [
       "\\begin{enumerate*}\n",
       "\\item 6831\n",
       "\\item 9\n",
       "\\end{enumerate*}\n"
      ],
      "text/markdown": [
       "1. 6831\n",
       "2. 9\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "[1] 6831    9"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dim(qurtly_data)\n",
    "dim(monthly_data)\n",
    "dim(daily_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub data rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_data_rate_limit`.\n"
     ]
    }
   ],
   "source": [
    "p1 <- plot_ly(daily_data, x = ~Date, y = ~Open, type = 'scatter', mode = 'lines') %>%\n",
    "        layout(title = \"Natural Gas Prices Chart\",\n",
    "         xaxis = list(title = \"Year\"),\n",
    "         yaxis = list (title = \"Price in US$ per Million BTU\"))\n",
    "p1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Convert the dataframe into a time series and check properties"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#qurtly_ts <- ts(qurtly_data$Open, frequency=4, start = decimal_date(ymd(\"1990-06-30\")))\n",
    "#monthly_ts <- ts(monthly_data$Open, frequency=12, start = decimal_date(ymd(\"1990-04-30\")))\n",
    "daily_ts <- ts(daily_data$Open)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The ***augmented Dickey-Fuller (ADF)*** test is a formal statistical test for stationarity. The null hypothesis assumes that the series is non-stationary. ADF procedure tests whether the change in Y can be explained by lagged value and a linear trend. If contribution of the lagged value to the change in Y is non-significant and there is a presence of a trend component, the series is non-stationary and null hypothesis will not be rejected."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\n",
       "\tAugmented Dickey-Fuller Test\n",
       "\n",
       "data:  daily_ts\n",
       "Dickey-Fuller = -3.2142, Lag order = 18, p-value = 0.08538\n",
       "alternative hypothesis: stationary\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "adf.test(daily_ts, alternative = \"stationary\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This means that the series is not stationary. Usually, non-stationary series can be corrected by a simple transformation such as differencing. Differencing the series can help in removing its trend or cycles. The idea behind differencing is that, if the original data series does not have constant properties over time, then the change from one period to another might. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\n",
       "\tAugmented Dickey-Fuller Test\n",
       "\n",
       "data:  daily_dff1\n",
       "Dickey-Fuller = -18.311, Lag order = 18, p-value = 0.01\n",
       "alternative hypothesis: stationary\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAANICAYAAAD958/bAAAEDWlDQ1BJQ0MgUHJvZmlsZQAA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\n",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "daily_dff1 = diff(daily_ts, differences = 1)\n",
    "adf.test(daily_dff1, alternative = \"stationary\")\n",
    "\n",
    "plot(daily_dff1, ylab=\"Residual\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "   Min. 1st Qu.  Median    Mean 3rd Qu.    Max. \n",
       "-4.1100 -0.0610  0.0000  0.0002  0.0600  4.4800 "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "summary(daily_dff1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The mean is close to 0 and Dickey-Fuller Test suggests that the null hypothesis can be rejected. That is TS is close to being a stationary and differencing parameter ***d = 1***"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "*** Autocorrelations and Choosing Model Order ***\n",
    "\n",
    "Autocorrelation plots (also known as ACF or the auto correlation function) are a useful visual tool in determining whether a series is stationary. These plots can also help to choose the order parameters for ARIMA model. If the series is correlated with its lags then, generally, there are some trend or seasonal components and therefore its statistical properties are not constant over time.\n",
    "\n",
    "ACF plots display correlation between a series and its lags. In addition to suggesting the order of differencing, ACF plots can help in determining the order of the MA (q) model. Partial autocorrelation plots (PACF), as the name suggests, display correlation between a variable and its lags that is not explained by previous lags. PACF plots are useful when determining the order of the AR(p) model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAANICAYAAAD958/bAAAEDWlDQ1BJQ0MgUHJvZmlsZQAA\nOI2NVV1oHFUUPrtzZyMkzlNsNIV0qD8NJQ2TVjShtLp/3d02bpZJNtoi6GT27s6Yyc44M7v9\noU9FUHwx6psUxL+3gCAo9Q/bPrQvlQol2tQgKD60+INQ6Ium65k7M5lpurHeZe58853vnnvu\nuWfvBei5qliWkRQBFpquLRcy4nOHj4g9K5CEh6AXBqFXUR0rXalMAjZPC3e1W99Dwntf2dXd\n/p+tt0YdFSBxH2Kz5qgLiI8B8KdVy3YBevqRHz/qWh72Yui3MUDEL3q44WPXw3M+fo1pZuQs\n4tOIBVVTaoiXEI/MxfhGDPsxsNZfoE1q66ro5aJim3XdoLFw72H+n23BaIXzbcOnz5mfPoTv\nYVz7KzUl5+FRxEuqkp9G/Ajia219thzg25abkRE/BpDc3pqvphHvRFys2weqvp+krbWKIX7n\nhDbzLOItiM8358pTwdirqpPFnMF2xLc1WvLyOwTAibpbmvHHcvttU57y5+XqNZrLe3lE/Pq8\neUj2fXKfOe3pfOjzhJYtB/yll5SDFcSDiH+hRkH25+L+sdxKEAMZahrlSX8ukqMOWy/jXW2m\n6M9LDBc31B9LFuv6gVKg/0Szi3KAr1kGq1GMjU/aLbnq6/lRxc4XfJ98hTargX++DbMJBSiY\nMIe9Ck1YAxFkKEAG3xbYaKmDDgYyFK0UGYpfoWYXG+fAPPI6tJnNwb7ClP7IyF+D+bjOtCpk\nhz6CFrIa/I6sFtNl8auFXGMTP34sNwI/JhkgEtmDz14ySfaRcTIBInmKPE32kxyyE2Tv+thK\nbEVePDfW/byMM1Kmm0XdObS7oGD/MypMXFPXrCwOtoYjyyn7BV29/MZfsVzpLDdRtuIZnbpX\nzvlf+ev8MvYr/Gqk4H/kV/G3csdazLuyTMPsbFhzd1UabQbjFvDRmcWJxR3zcfHkVw9GfpbJ\nmeev9F08WW8uDkaslwX6avlWGU6NRKz0g/SHtCy9J30o/ca9zX3Kfc19zn3BXQKRO8ud477h\nLnAfc1/G9mrzGlrfexZ5GLdn6ZZrrEohI2wVHhZywjbhUWEy8icMCGNCUdiBlq3r+xafL549\nHQ5jH+an+1y+LlYBifuxAvRN/lVVVOlwlCkdVm9NOL5BE4wkQ2SMlDZU97hX86EilU/lUmkQ\nUztTE6mx1EEPh7OmdqBtAvv8HdWpbrJS6tJj3n0CWdM6busNzRV3S9KTYhqvNiqWmuroiKgY\nhshMjmhTh9ptWhsF7970j/SbMrsPE1suR5z7DMC+P/Hs+y7ijrQAlhyAgccjbhjPygfeBTjz\nhNqy28EdkUh8C+DU9+z2v/oyeH791OncxHOs5y2AtTc7nb/f73TWPkD/qwBnjX8BoJ98VVBg\n/m8AAEAASURBVHgB7J0J3FVT98d3b6mISnMqlVKJpOGVRJFMkUQkL8pYiMziNc9DpkwhlFmR\nohkllUI00EhUiIpo1IR/v/1vnXefffe5833uuff+1udT5+zx7P09997nrLPWXrvYPztEUUiA\nBEiABEiABEiABEiABEiABNS/yIAESIAESIAESIAESIAESIAESOD/CVBB4ieBBEiABEiABEiA\nBEiABEiABHYSoILEjwIJkAAJkAAJkAAJkAAJkAAJ7CRABYkfBRIgARIgARIgARIgARIgARLY\nSYAKEj8KJEACJEACJEACJEACJEACJLCTABUkfhRIgARIgARIgARIgARIgARIYCcBKkj8KJAA\nCZAACZAACZAACZAACZDATgJUkPhRIAESIAESIAESIAESIAESIIGdBApeQerTp4868sgj1U8/\n/ZT0h+KZZ57RfYwePdrr45FHHtF5kyZN8vKK4mTp0qVFcRlegwRIgARIgARIgARIgATykkDB\nK0hffvml+uijj9SmTZuSvsHfffed7uPnn3/2+li8eLHOW7VqlZeXyZN169ap7t27q169emXy\nMuybBEiABEiABEiABEiABPKaQIm8nl0RTe64445T5cuXVy1btiyiK0ZeZsmSJeqNN95QRx99\ndGQhc0iABEiABEiABEiABEiABOIiQAUpLkzRK8FFD/8oJEACJEACJEACJEACJEACuU2gYBSk\nf/75R82cOVONGTNG/f777+rwww9XJ598ctS79+2336rJkyerhQsXql9//VXts88+qkmTJqpz\n586qWLFiXtsZM2ao2bNnq3bt2qn99tvPyzdPpk2bpr766ivVokUL9e9//9ss0uerV69Wb7/9\ntqpZs6Y68cQTI8qjZcBFcMKECbrKjz/+qAYOHKjHeswxx3jNZs2apUaOHKmWLVumqlatqho3\nbqyvU6FCBa8OT0iABEiABEiABEiABEig0AkUhIK0ZcsWbeGZPn26vt8lSpRQjz32mOrYsaPa\nsGFDxGcAytQDDzygbr31VoW2//rXvxTy8A/Spk0bNX78eFWmTBmdfuedd3T95557LlBBWrNm\njbr44ovVYYcdpqZMmaLbmf8NHjxYXXfddeq+++5LWEF65ZVX1PPPP6+7W7Bggb5O165dlShI\nN910k7r77rt1+S677KK2bdumz/faay/12muvacXOHAvPSYAESIAESIAESIAESKBQCRREkIZL\nL71UQTk6/fTTdbQ6BGQYNWqU+uyzz7RVx775Y8eOVf369VOVK1dWiEwH5QYBGF544QVVq1Yt\nBWvQiy++aDeLmj7++ONVtWrVdFtXpLmXXnpJFS9eXJ199tlR+3EVPvzww54FCVYsjBXKGuTz\nzz/XylGDBg3U1KlT1fr169UPP/ygbrzxRrVixQoFNhQSIAESIAESIAESIAESIIH/J5D3ChLc\n32BdgYLw+uuvK1hNYEU54YQT1JAhQ5yfAwQ7gAvdvffeq61M5cqV025p5557rsI/CNz1EhFY\nrc466yxthXr11Vd9TeH+9vXXX+sACxhfolK2bFlVqVIl3axkyZJaEUPQCIhYzXr27KktX6VK\nldJufHfeeadWGJs3b65dDnVl/kcCJEACJEACJEACJEACBU4g7xUkhPGGXHDBBdpVzrzfcLGr\nW7eumaXPYc3ZuHGj+s9//uMrg4tdnTp1dB4sMYmKKFdwiTMF14P06NHDzE7LOdZMQbAvExRF\nrKWCwG3wzTffVLj2nnvuqfP4HwmQAAmQAAmQAAmQAAkUOoG8V5DmzJmj7zECLLhk3333dWWr\nXXfdVVtfoFhceOGFep0OXO7OO+88Xf+vv/5ytouWicAIBx98sA768MUXX+iq27dv1+uAYPGJ\nFTQiWt9BZQhGgf2REAQCSiICNGAMt912m5o3b15QM+aTAAmQAAmQAAmQAAmQQEESyHsFaeXK\nlfrGwg3NJeKaZpahTatWrbRL2lVXXaXXG0HBgMXp6quvNqsmfG5bkRDsAZvJduvWTZUuXTrh\n/mI1gGsfXPrwD+ug4GKHdUm33367OuCAAxTml4yyF+u6LCcBEiABEiABEiABEiCBXCSQ9wpS\n06ZN9X1BYAKX/PLLLxHZiACHAA5YpzRp0iS1bt06NX/+fO2OhjDdEIloF9E4RsYZZ5yhFSG4\nt6EPrIuCYI1QpgTrqc4880wd4hwBJ6CUITgDlCVYyBCFj0ICJEACJEACJEACJEACJLBjKUq+\nQ2jZsqWeoiu09ubNmyOi2MFShGhvu+22m96X6IgjjtDnwgmKEiRZqwtc6bp06aIjzSEaHvZl\natiwoTrkkEPkEmk9wnJ0/vnn632a0DGsVAj//cQTT6jLL79cX+vjjz9O6zXZGQmQAAmQAAmQ\nAAmQAAnkKoG8V5CwZ1GVKlUUAiPIuh+5Wf3799drcySN49atW3US+x8hXLYpCPjw+OOPe+Vm\nWSLn4mZ37bXX6ghy6QjOIO55UPBMgUKH8OQ333yzma3PsWksRKxsOsH/SIAESIAESIAESIAE\nSKCACeT9RrEVKlRQI0aM0BvFtm3bVvXp00chMMOHH36oo7hhbyLTza5GjRramoPw4AiagNDc\nyIMFCm5xqL927Vola5uS+ewcddRRej8lXAPR5JLZ+8i+LsaIvmbPnq3Q/6GHHqoQyhub0w4a\nNEjv+4TgDCeeeKIOQDFhwgTNAFH8OnfubHfHNAmQAAmQAAmQAAmQAAkUJIG8tyDhrrZu3VoN\nGzZMYf3QQw89pKPSwbUNlpX27dtH3HgoQkcffbRCBDxYebB+B3sjXX/99Xq/ovr16+uja8PX\niM4cGVBkxGrUoUMHvS+Ro1pCWQhCgfVEOE6cOFEHZUAHNWvW1JvIYp4IznDrrbeq6667Tm9Y\n26lTJ53nClSR0MVZmQRIgARIgARIgARIgATyhECxHYEC/smTucQ1DQQpWLFihULIbSgq0QRW\nIihB2Ly1Vq1a0aomXAbrzi233KKDNCBwQ7oEt/Onn37SG8eK2530jbnDrQ6byTZq1EgVL15c\ningkARIgARIgARIgARIgARLYQaDgFKQw3HUEeICbH6LjQZlBNDkKCZAACZAACZAACZAACZBA\n9gnk/Rqk7CP+3wjg1ocgEEOGDFHff/+9dnezlaO///5bYfPYRASWIFqDEiHGuiRAAiRAAiRA\nAiRAAiTgJkALkptLRnIRPAHrgyDt2rXTa4Pg7mYK1kqdfvrpZlbM87vuukv997//jVmPFUiA\nBEiABEiABEiABEiABKIToIIUnU9aS0eNGqWVombNmqlTTz1VB1SwL4A1Qh999JGdHTXdvHlz\n1aRJk6h1WEgCJEACJEACJEACJEACJBCbABWk2IxYgwRIgARIgARIgARIgARIoEAIRA/jViAQ\nOE0SIAESIAESIAESIAESIAESAAEqSPwckAAJkAAJkAAJkAAJkAAJkMBOAlSQ+FEgARIgARIg\nARIgARIgARIggZ0EqCDxo0ACJEACJEACJEACJEACJEACOwlQQeJHgQRIgARIgARIgARIgARI\ngAR2EqCCxI8CCZAACZAACZAACZAACZAACewkQAWJHwUSIAESIAESIAESIAESIAES2EmAChI/\nCiRAAiRAAiRAAiRAAiRAAiSwkwAVJH4USIAESIAESIAESIAESIAESGAngRL5TmLVqlWhmGLZ\nsmVVsWLF1Nq1a0MxHg7ifwRKlCihSpYsqTZt2vS/TJ6FgsCuu+6qSpUqpdavX6/++uuvUIyJ\ng/gfgXLlyvE37X84QnOG37Tdd99dbd68Wf8LzcA4EE2gTJky+r7wNy18H4jy5cvrvzX4m0MJ\nFwE8p/3rX/9K+TcNfVSqVCnm5PJeQQrLDxD+YOGmhGU8MT8ZBVShePHivDchvd94qYAfxX/+\n+YffnRDeI/yu8TctfDcGv2n43mzdupX3J3y3R/+94W9aCG/MjiHtsssu+mU2f9fCeX/wTFBU\n94YuduH8DHBUJEACJEACJEACJEACJEACWSBABSkL0HlJEiABEiABEiABEiABEiCBcBKgghTO\n+8JRkQAJkAAJkAAJkAAJkAAJZIEAFaQsQOclSYAESIAESIAESIAESIAEwkmAClI47wtHRQIk\nQAIkQAIkQAIkQAIkkAUCVJCyAJ2XJAESIAESIAESIAESIAESCCcBKkjhvC8cFQmQAAmQAAmQ\nAAmQAAmQQBYIUEHKAnRekgRIgARIgARIgARIgARIIJwEqCCF875wVCRAAiRAAiRAAiRAAiRA\nAlkgQAUpC9B5SRIgARIgARIgARIgARIggXASoIIUzvvCUZEACZAACZAACZAACZAACWSBABWk\nLEDnJUmABEiABEggWQJbt25VvXv3Vg0bNlTnn3+++vPPP5Ptiu1IgARIgAQcBKggOaAwiwRI\ngARIgATCSmDIkCFq1KhRav369er9999XL7/8cliHynGRAAmQQE4SoIKUk7eNgyYBEiABEihU\nAsOGDVN///23nv727dvVypUrCxUF500CJEACGSFABSkjWNkpCZAACZAACWSGwLp163wdt2rV\nypdmggRIgARIIDUCVJBS48fWJEACJEACJFCkBLp37+5dr2zZsqpt27ZemickQAIkQAKpE6CC\nlDpD9kACJEACJEACRUagb9++qlGjRvp6Z555pipdunSRXZsXIgESIIFCIEAFqRDuMudIAiRA\nAiSQNwQmT56sFi1apOczaNAgtWzZsryZGydCAiRAAmEgQAUpDHeBYyABEiABEiCBOAm8++67\n6p9//vFqf/DBB945T0iABEiABFInQAUpdYbsgQRIgARIgASKjEDTpk1VsWLF9PUQza5JkyZF\ndm1eiARIgAQKgQAVpEK4y5wjCZAACZBA3hA466yzVL169fR8jj/+eHXwwQfnzdw4ERIgARII\nAwEqSGG4CxwDCZAACZAACcRJ4M8//1QrVqzQtbFR7IIFC+JsyWokQAIkQALxEKCCFA8l1iEB\nEiABEiCBkBAYNWqU2rx5sx7Ntm3b1MCBA0MyMg6DBEiABPKDABWk/LiPnAUJkAAJkECBEKhY\nsaIXpAFrkapUqVIgM+c0SYAESKBoCFBBKhrOvAoJkAAJkAAJpIVAhw4dVI0aNXRftWvXVn36\n9ElLv+yEBEiABEjg/wlQQeIngQRIgARIgARyjIAEaejUqZMqV65cjo2ewyUBEiCBcBOgghTu\n+8PRkQAJkAAJkEAEAdkHCWG+KSRAAiRAAuklQAUpvTzZGwmQAAmQAAlklMD69evVwoUL9TXm\nzZuX0WuxcxIgARIoRAIlCnHSnDMJkAAJkAAJ5AKB7du3qzfffFP99ttvqmXLlqp48eJq5MiR\natWqVXr4kyZNUlOmTFGHH354LkyHYyQBEiCBnCBABSknbhMHSQIkQAIkUIgErr/+evX2228r\nKEpwpytRooQqW7asD0Xv3r3V7Nmz1S677OLLZ4IESIAESCA5AnSxS44bW5EACZAACZBAxglg\nI9itW7dq5QgXg6K0Zs0a33V///13tWzZMl8eEyRAAiRAAskToIKUPDu2JAESIAESIIGMEqhb\nt25E/6VLl1bly5f38itXrqz23ntvL80TEiABEiCB1AhQQUqNH1uTAAmQAAmQQMYInHDCCQqb\nwZry4osvqgYNGnhZ77zzjipZsqSX5gkJkAAJkEBqBKggpcaPrUmABEiABEggYwROP/30CAXp\n4IMPVlu2bPGuiXVJFBIgARIggfQRoIKUPpbsiQRIgARIgATSSuDxxx/31h9Jx1iT9PXXX0tS\nXXTRRd45T0iABEiABFInQAUpdYbsgQRIgARIgAQyQmDMmDER/SLk919//eXlm8qSl8kTEiAB\nEiCBpAlQQUoaHRuSAAmQAAmQQGYJ7LbbbhEXQCQ7UxD+e+PGjWYWz0mABEiABFIgkPeOy3vu\nuWcKeNLX9F//+pf2Iw/LeNI3s9zvCfcGmy/y3oTvXsraij322EP9888/4RtggY8I3x1+bzL7\nITj66KPVggULfBc57bTTdFAGuNpBqlatqmrWrOnVwX2BINqdfIe8Qp5knQD2q8I94m9a1m+F\ncwB8HnBiyXomvjP4l+p+b6b1Pdqkiu34gub1U8fq1aujzb/IyvAQgRsL1whKuAjgy4YHifXr\n14drYByNKlOmjMIbdOzzYr81J57sE6hQoULEnjzZH1V+jWDlypWqZcuWvqAM9gyxV1LTpk29\nbPymIQw4rEqbNm3y8nkSDgLY6Bf3hb9p4bgf5igqVaqk3VfxN4cSLgKlSpXSL7NT/U1DVFDc\n51iS9xaksP0AhW08sT4ghVAOxRUuKrw34bvbuC8QvPHh/Qnf/cGIeF8ye18qVqyoGjdurGbN\nmhV4IeyBZN4H/KZB8P7TzA/sgAVFSgC/a/xNK1LkCV2M35uEcBVZZbz4gXKT6m8aLITxCNcg\nxUOJdUiABEiABEggCwSWLFmi5syZE/XKCxcujFrOQhIgARIggcQIUEFKjBdrkwAJkAAJkECR\nEXj00UcjwnzXq1fPd/3+/fv70kyQAAmQAAmkRoAKUmr82JoESIAESIAEMkZg1113jej7jz/+\n8OWJK6ovkwkSIAESIIGkCVBBShodG5IACZAACZBAZglcddVVylaStmzZ4rsoN4r14WCCBEiA\nBFImQAUpZYTsgARIgARIgAQyQ6BatWqqUaNGvs67devmSyPKXaEKFmxjM92JEycybHahfgg4\nbxLIAAEqSBmAyi5JgARIgARIIF0Evv32W19XCHdryqeffmomC+r8zDPPVJdccok699xz1TXX\nXFNQc+dkSYAEMkeAClLm2LJnEiABEiABEkiZgL1H21NPPeXr8+677/alCyWBvWqmTp2qsGHu\ntm3b1LBhwwpl6pwnCZBAhglQQcowYHZPAiRAAiRAApkkUKJE3m9p6MRXrlw5vS+KFMLdDpvj\nUkiABEggVQJUkFIlyPYkQAIkQAIkkEECpUuXjtp7v379opbnayE2xMWmnqYsXrzYTPKcBEiA\nBJIiQAUpKWxsRAIkQAIkQAJFQ6BmzZq+C1WvXt2XbtGihS9dSAkzwh8UpiZNmhTS9DlXEiCB\nDBGggpQhsOyWBEiABEiABFIlgPVHS5Ys8XVTv359X9q2ovgK8zjx448/qj///NObYY0aNVSh\nuht6EHhCAiSQFgJUkNKCkZ2QAAmQAAmQQPoJfP311xFuZLZCZKfTP4pw9rhmzRrfwGBBopAA\nCZBAOgjw1yQdFNkHCZAACZAACWSAAPZAKlasmK/ntm3b+tKFqiDZG+QWL17cx4UJEiABEkiW\nABWkZMmxHQmQAAmQAAlkmMCee+6p6tWr57tKmTJlfOlCVJAQsW758uU+Dr/++qsvzQQJkAAJ\nJEuAClKy5NiOBEiABEiABIqAwMqVK31X+euvv3zpQkxgrVHZsmV9U2/ZsqUvzQQJkAAJJEuA\nClKy5NiOBEiABEiABDJM4IcfflD2RrHYFNWUQrQgmfOX82bNmskpjyRAAiSQEgEqSCnhY2MS\nIAESIAESyBwBbIZqy8SJE31ZhaogVatWzcfhoIMO8qWZIAESIIFkCVBBSpYc25EACZAACZBA\nhgm4wlZPmzbNd9VCVZBsF7vNmzf7uDBBAiRAAskSoIKULDm2IwESIAESIIEME9htt91UyZIl\no16lEBUkhPieOXOmj8ukSZN8aSZIgARIIFkCVJCSJcd2JEACJEACJFAEBKpXrx71KqNGjYpa\nno+Froh1w4YNU6tXr87H6XJOJEACRUyAClIRA+flSIAESIAESCARAvYGqOXLl/c1v+uuu9TS\npUt9efmesANVYL6wpM2fPz/fp875kQAJFAEBKkhFAJmXIAESIAESIIFkCMydO1fBncyU/fbb\nz0zqjWR/+eUXX16+J/bff39lK46lSpVSDNSQ73ee8yOBoiFQomguw6uQAAmQAAmQAAkkQgD7\nH3Xu3Flt2bLF12zGjBm+dKNGjVSh7QE0b9489ffff/s4DB48WLmi/vkqMUECJEACcRCgBSkO\nSKxCAiRAAiRAAkVNAO5ithKAMdiWk4EDBypXtLuiHm9RXm/FihXacmZes3LlymaS5yRAAiSQ\nNAEqSEmjY0MSIAESIAESyBwBbHxarFixiAvYSpOtMEU0yMOMcePG6TVH5tTsqHZmGc9JgARI\nIBECVJASocW6JEACJEACJFBEBN588021devWiKvZClEhhvn+5JNPIrjYrocRFZhBAiRAAnES\noIIUJyhWIwESIAESIIGiJDBhwgTn5f766y9ffiEqSFh3ZQsCN1BIgARIIB0EqCClgyL7IAES\nIAESIIE0E+jUqZOzR9vtrhAVpO+++y6CTevWrSPymEECJEACyRCggpQMNbYhARIgARIggQwT\n6Nmzp2ratKm+CpQiRLSD2PsgFaKC5Noo1l6bpWHxPxIgARJIggAVpCSgsQkJkAAJkAAJZJrA\n4sWL1Zw5c/RloAQtXLhQnx9yyCGZvnTo+3cxoIIU+tvGAZJAzhCggpQzt4oDJQESIAESKCQC\nw4cP900XChNk+/btvvxCtCB99dVXPgZIXHzxxRGb6kZUYgYJkAAJxEGAClIckFiFBEiABEiA\nBIqaQIsWLXyXFNe6qVOn+vILUUHCJrq2/PDDD+rBBx+0s5kmARIggYQJUEFKGBkbkAAJkAAJ\nkEDmCRx99NHqsMMO0xfaddddVffu3fX5n3/+6bt4ISpIQQEsfvzxRx8bJkiABEggGQJUkJKh\nxjYkQAIkQAIkUAQEZK1N/fr11c8//+y8YiEqSAMGDFDVqlVTxYsX9zG54oorfGkmSIAESCAZ\nAlSQkqHGNiRAAiRAAiRQBARE+dm0aZMaMWKE84pSx1mYp5nYLLdUqVKqXLly6oQTTtCzPPfc\nc5Xtlpin0+e0SIAEMkwgVArSTz/9pIYNGxYxZUSmQSSfIUOGqHHjxqktW7ZE1GEGCZAACZAA\nCeQbAVF+Nm7cqKAUuETquMryNe+TTz5ReGZYu3at2mOPPfQ0K1asmK/T5bxIgASKmID717aI\nB4HLbdiwQfXr10+NHz/ed3XsdXDKKaeoe+65R/8YPvnkkwp7Q6xbt85XjwkSIAESIAESyDcC\nErq6bNmyKkgRCsrPNxYyH8y3R48eOprfX3/9pUaOHKmLcE4hARIggXQQCIWC9Omnn+ofuxUr\nVkTM6a233lJ77bWXevPNN9WNN96ohg4dqv744w+djqjMDBIgARIgARLIIwKi/CCCXdD6GqmT\nR9OOOpX169crWNREJGgFFSQhwiMJkECqBEqk2kGq7fFDB8VHovPMmDHD1+Vuu+2mzjnnHC8P\nkXwaNWqkXMqUV4knJEACJEACJJAHBMSlHF4TjRs3ds6o0BSkRYsW+TgUK1ZMW9e+/PJLbVUq\nUSLrjza+8TFBAiSQewSy/isChQdWIfgODx48OIKgqRyhcM2aNWrWrFnq0ksvjaj74osvqpkz\nZ3r5ZcqUUXfccYeXzuYJfMfxI77nnntmcxi8toMA7g3+8d444GQ5Sx50sMag0B4Cs4w+rsvz\nexMXpqQqTZkyRd12223q888/1+2hFIwePdrXFyK4wWqC74f5+4X7AildurSS75CvYY4n7E1i\n5bdh2rRp6oUXXlDXX399qGe4yy676L85Mu5QD7YAB4fvlfl9KkAEoZwyftfwHI3vTyoSr6U5\n6woSfrzjXVi5detW/Qejdu3a6uSTT47g8/XXX6sPPvjAy8cHHH8gwiRhG0+Y2GR7LPn4IJFt\npum6PqJVUcJJgL9p6b8vcB/D3zhErhPBw/SYMWMkqY94WICULFnS+bcOv2n5+Ls2d+5cPW/7\nPzAaPny4uvXWW+2i0KXt8OShG2ABDwjfK/6uhfcDkKqCBF0iHsm6ghTPIFEH7gU33HCDPj7y\nyCNODfL222/XdaRPaJuu3balvCiPUAIxntWrVxflZXmtOAjgy4YfQ7h7UsJFYPfdd1ewBMNy\nvG3btnANjqNRlSpVUgikQ0kvgeXLl/uUI/SOvx/ibidXkzehuAfm3zr8plWoUEEHPzLX6ki7\nXD/KmiPXPOrVq+dj4aqT7TwE3IDyu3379mwPhde3CFSpUkXfF/zNoYSLAJ7T8GIh1d80/JZW\nrlw55uRyQkHCjz8Wp+JB6YknntD7Hrhmhocp/DMlaGM9s05RnktEoqK8Jq8VnYC4OfDeROeU\njVLz3vD+ZOMOxL4m70tsRonWqFmzpmrWrJl2J5e2Bx54oJo9e7Yk9THo+yH5qJSP9weu9++9\n955mgIcduOrjoQmWZrwozYU54x7lwjg15AL8j/cmfDcd35l0fG/E8h5rhqGIYhdtkHgrdskl\nl6hatWop7JyNTeEoJEACJEACJJDPBGyLdoMGDSKmK+5zpkIUUSkPM2TfI0wND7IdO3bUszzt\ntNO0VTMPp8wpkQAJFDGB0FuQHnroIb0IFT98Cxcu9PDARF23bl0vzRMSIAESIAESyBcCtusi\nXEzhRWG6l4iLFjZLLSTBy1JT3n//fZ2M982w2ZbnJEACJOAiEGoFCaG8p0+frsfdt29f3/hb\ntWql+vfv78tjggRIgARIgATygYC95u74449Xo0aNck6td+/e6pNPPok74JGzkxzKnD9/vm+0\ncEnE/oiFZknzQWCCBEggrQRCpSD17NlT4Z8INohFqFMKCZAACZAACRQSAVlXI3MeNmxYYKAS\nBG+YPHmyOuWUU6R63h7xTLB06VLf/OCGj38StMJXyAQJkAAJJEEg9GuQkpgTm5AACZAACZBA\nThM4/PDDfeMXNzJf5s4ErE2uNUquurme9/TTT0dMARvKQ7iwPgINM0iABJIkQAUpSXBsRgIk\nQAIkQAKZInDsscf6uka0tiBB6FsJ2BBUJ1/yXeuMJCQzFaR8ucucBwlkn0DwL272x8YRkAAJ\nkAAJkEBBEjjuuON888bG50EbJsO17I033vDVz9fE+eef75saFEdRHj/77DP122+/+cqZIAES\nIIFkCFBBSoYa25AACZAACZBABgnY62lefvll1bZtW+cVoSDUrl3bWZZvmXA9FJc6zA1Woyuv\nvFJPc9myZapbt275NmXOhwRIIAsEqCBlATovSQIkQAIkQALRCNxzzz2+4sWLF6uGDRv68iTR\nsmVLdfbZZ0syr49Dhw5VmzZt8s3RjF63aNEiXxkTJEACJJAMASpIyVBjGxIgARIgARLIIIFx\n48b5er/66quVHd66ZMmSuk779u0LZg3SzJkzfVzsBDaVp5AACZBAqgSoIKVKkO1JgARIgARI\nIM0E6tWr5+sRLnflypXz5W3dulWng4ITbNiwQf3+++++NrmeGDNmjG8KWJd177336jy43r39\n9tu+ciZIgARIIBkCVJCSocY2JEACJEACJJBBAhdffLGv99KlS6t+/fr58iSxfft2OfWOWLOE\nDVT3339/9cADD3j5uX5ir81q2rSp6tGjh55Wo0aNVPXq1XN9ihw/CZBACAhQQQrBTeAQSIAE\nSIAESMAkULFiRTOpoDCZ7mMId12/fn1dZ+PGjb66SFx++eXexqmPPvqoWrt2bUSdXMtYt25d\nhCvhTTfd5E3DXIvkZfKEBEiABJIgQAUpCWhsQgIkQAIkQAKZJPDJJ5/4un/22WfVDz/8oKAY\nlSlTRj3++ONK9v8ZNGiQmjVrlq8+6ohgj6RddtlFkjl7hFUMSpIp3333nU6CS5CroVmf5yRA\nAiQQDwEqSPFQYh0SIAESIAESKEIC9savsBJ16tRJwUqC80ceecSzCsHF7umnn/aN7rXXXvOs\nLY899pgvNLavYg4lXK6EAwYM0DOAgkQLUg7dTA6VBEJOgApSyG8Qh0cCJEACJFB4BB5++GHf\npKEArFq1ysvDnj+iEGAfpGrVqnllOMGeSfvuu6/eRLVLly6+slxNdO/ePWLoojSBgfCIqMQM\nEiABEkiQABWkBIGxOgmQAAmQAAlkksDmzZs99zm5zp133qkOPPBAhdDe+NemTRsp0sdzzjnH\nl87HhB2gAXOUNUi0IOXjHeecSCB7BKggZY89r0wCJEACJEACEQQQse7444/35bdq1UoNHz5c\n3XXXXeqhhx5SCAMuFhMoBx9++KGvfj4mbDdCzHH27Nl6qrQg5eMd55xIIHsEqCBljz2vTAIk\nQAIkQAJOAvfdd58vv1evXnod0VlnnaVOPfVUHdFO1ilBUdprr7189ZFAvihREYU5mOGaCwJU\nQKAkMkhDDt5UDpkEQkqAClJIbwyHRQIkQAIkULgENm3a5Jv86tWrfemePXuqo48+Wuc1btxY\nnXjiib7yfExccsklao899vCmBqWoRo0aOk0XOw8LT0iABNJAgApSGiCyCxIgARIgARJIJ4EK\nFSr4urv22mt96VKlSqmrrrpK5x100EHaguKrkIeJmTNnqvXr13szwz5QgwcP1mkqSB4WnpAA\nCaSBABWkNEBkFyRAAiRAAiSQTgKmO9luu+2mLrjggojuixcvrvMKxbXMVhJ/+eUXHakPEOhi\nF/HxYAYJkEAKBKggpQCPTUmABEiABEgg0wTgbnfllVdGXEaUqA0bNkSUSYbUkXQuH7ds2RI4\nfAZpCETDAhIggSQIUEFKAhqbkAAJkAAJkEAmCcj+PnKNoUOHKoT/FkH5pZdeqpPvvfeeGj9+\nvBTl7XHvvff2za1v375emi52HgqekAAJpIEAFaQ0QGQXJEACJEACJJBOArCImFKxYkWF8N8i\nn3/+ufrmm290ElaiRx99VIry8rh161ZvvjLBiy66SJ8uWbJEbdy4Uf3444/qs88+k2IeSYAE\nSCBpAv5f4KS7YUMSIAESIAESIIF0E9hzzz31prCvvfaar+sqVaoo08qUT650vonuTGB+sBKZ\nImHOu3btqrCJLFzwunXrprZt22ZW4zkJkAAJJEygRMIt2IAESIAESIAESCCjBEThadasmXrl\nlVcirmVbmBCwwBbpw87PxfTKlSudezpBGUKZCJSktWvXqkqVKkkWjyRAAiSQMAFakBJGxgYk\nQAIkQAIkUDQEbKuJXLVcuXJKotghz7VRrNTNh2PNmjUjpvHYY485lSa4I1JIgARIIBUCVJBS\noce2JEACJEACJJABArGsP9gn6amnntJX3n333dWAAQMyMIrwdOmykH3wwQeqZMmSqmrVqr6B\nYk0ShQRIgARSIUAFKRV6bEsCJEACJEACGSQQZEHCJTt16qSv3LBhQ4VNU/NZsEmsrDnCPMGl\nTZs2esqmgoR8bKJLIQESIIFUCFBBSoUe25IACZAACZBABgiIBSmagoTLohwBClwifbjKci2v\nefPmPne6Dh06qKuvvlpP44EHHvAi/CH0d61atXJtehwvCZBAyAhQQQrZDeFwSIAESIAESCBe\nAliH9Pfff8dbPWfrwY1Q1lxBKaxevbraZZdd9HwOPPBAdeSRR+rzHj165OwcOXASIIHwEGAU\nu/DcC46EBEiABEiABHwEYlmQoDQEWZB8HeVwYu7cuWrcuHFe+G5YxqZNm+abkUT1y3cWvkkz\nQQIkkDECVJAyhpYdkwAJkAAJkEBmCUBZ2LBhQ2YvksXe33nnHXX55ZfrEZgug/aaK7EuFYI1\nLYu3g5cmgYIhQBe7grnVnCgJkAAJkECuEBBlIJoF6ZJLLlFbt25Vy5YtU7fcckvE1KQPOUZU\nyIEMbJALq5BtGUIUP1OoIJk0eE4CJJAqASpIqRJkexIgARIgARJIM4FYSg2sRiNGjPCuOmTI\nEF8QA68gx08OOuggJe5zMhUojQjSYIrUsRUpsw7PSYAESCBeAlSQ4iXFeiRAAiRAAiRQxASC\nLEi77babKl++vDeaGjVq6Ih2XkaenCBkt+02B+WxTp063gx//fVXb03S0KFDvXyekAAJkECy\nBKggJUuO7UiABEiABDJGYOrUqWrMmDHahSxjFwlpx1AAbrrpJj26KVOmqOXLl0eMFBaTN954\nQ+8NVLp0aQULUj7Ko48+6pzWsGHDvPzbbrtNrVy5Uqcff/xxNW/ePK+MJyRAAiSQDAEqSMlQ\nYxsSIAESIIGMEbj99tvVmWeeqbDG5tRTT81L17Fo8CZPnqzGjh2rq2zcuFHdf//9zuoIbw0r\nUuXKldW+++4bUUfc9OQYUSHkGdu2bYuwHsmQa9asKafq559/9j4jUBxXrVrllfGEBEiABJIh\nkPdR7CpWrJgMl7S3kQWkYRlP2ieYwx3ChQV/VHlvwncT5XtTrlw57wEofKMs3BFl6nsDy8j2\n7ds12C+++EJt2rRJ7b333gUDetddd/W5y0XjXKJECV3X/P0Stzw5ogx95KJg3LaLHebRuHFj\n7zf75ptvVieeeKKuh+h2J510kipZsmRop4t7hn+5qriGFmyaBoa/O+b3KU3dspsUCeC3AL9p\ncLtNReRvS6w+8l5B+v3332MxKJJy+QMVlvEUyaRz5CLYbBAPJOvWrcuRERfOMLE5ZJkyZdT6\n9eu9PVAKZ/bRZ/rnn3+qjz/+WDVv3lxbEKLXzkxppUqVVCZ+0xo2bKg+++wzPeiyZcvqh91M\nXCczVFLvtVWrVqpZs2aaAR4Grrjiiqic8Qff5IPfNER5kwdwlOWqgtSpUyc1cuTICKj4vZY5\n4ztwxhlnKES8e/jhhxWsbvgXVsELHyj9sJBRwkWgSpUqOmKifLbCNbrCHg1ciaG8pvrdxm8h\n1nDGkrxXkFxvnmJByWR52MaTybnmSt94iMA/3pvw3TF5wMO94f353/358ccfVZs2bbwHrGee\neUbhQTIbkon78uyzz6ojjzxSPwBjrQke+DNxnWzwivea1157rTrttNPUUUcdperVqxc4f7Gw\nmHzkeyPXMsskL1eOeBFgC6wvCMxgzkseeJBn5tttw5CWvzdhH2cYWGVrDLw32SIffF18b+S7\nE1wrdolY1mPVzE2be6xZsZwESIAE8pjAvffe6ylHmOatt96aV7PFW9xatWrpOR1wwAF5Nbd4\nJzN69Ghd1Vxf42qLP/ZBD3OiKMnR1T7MeViLNWHCBOcQoUCbIhYyhvk2qfCcBEggWQJUkJIl\nx3YkQAIkkCUCcDk0BZuF5qvk6sN9KvejXbt2avDgwbqLWbNmqXvuuSewO7EgBVbI4QIohy6B\nElS1alVfkaxXpILkw8IECZBAkgSoICUJjs1IgARIIFsEunbt6rs0LAhr16715eVLotAUJCi/\n33zzje/2YW1NkOSzgmTudWTOH58Jc40I1mB9+eWXugqsThQSIAESSJUAFaRUCbI9CZAACRQx\nAfshEMrRCy+8UMSjyOzlRDGSY2avFp7eZS2NOSLbWmKWQUHKV0YIXY71RrZgTZoZZWzQoEFq\n5syZuhr2QZJzux3TJEACJBAvASpI8ZJiPRIgARIIAYHp06eroUOH+kaCB+Q1a9b48pjITQJw\nFTP3PYIC9MQTTwROBvc+KGytKE5yDOwkpAVQgrAnli3du3f3ZX311Vc68hgywW/hwoW+ciZI\ngARIIFECVJASJcb6JEACJJBFAnDBwkOzLUuXLrWzcjotD/VyzOnJJDh4hOgWgRXFtQksyuF6\nh/uOz4SpVEnbfDjut99+EdOwPxOI9ieRqaAgIfIfhQRIgARSIRD5VzaV3tiWBEiABEggowTa\nt2+vsE+QLT/99JOdlRdp+2E4LyYVZRJYW9OrVy+vxqJFiyIshlJ4ww03yKl67LHH8nIdmivo\nAvaIMuWII45QF1xwgc667777VPXq1c1inpMACZBAwgSoICWMjA1IgARIIHsEsCbj7rvvjhhA\n+fLlI/JyOUMUIznm8lwSGftvv/0WEbY7KACHrTzkmxUR3FwhzKEQ2SJrtxD9b+7cuXYx0yRA\nAiSQEAEqSAnhYmUSIAESyD6BMWPGRAxi//33j8jL5YxCU4zkXmFT2JYtW0pSlSlTRp1xxhle\n2jypXbu2mVTvv/++b38sYShHX+UcSCxfvtyzDJnDdQWtGD58uK4ye/ZshSiPmzdvNpvwnARI\ngAQSIkAFKSFcrEwCJEAC2Sdgh4HGiC677LLsDywDI8jVh/tkUWAtTceOHb3m9evXV+aaJK9g\nx0m5cuXMpBowYIDq37+/Ly+XE7fddpteX2XPYcOGDXaWWrlypZeH8l9//dVL84QESIAEEiVA\nBSlRYqxPAiRAAlkmYLsY4aF6zz33zPKo0nt5UYzkmN7ew9vbpk2bfC6Uc+bMidgXSUZvKwqI\nZgcrUr7IlClTnFOxLWozZsxQ5mbJsMLVrFnT2ZaZJEACJBAPASpI8VBiHRIgARIIEYGmTZv6\nRlOrVi2FvWHyUQpNQcIePvbaoiDld5999om45UHrlSIqhjwDiuLGjRudo7TXGNlKIaL6UUiA\nBEggFQJUkFKhx7YkQAIkkAUCttIQ5IKVhaGl7ZL2HNPWccg7gtJjhnFHmOtKlSo5R33QQQdF\n5JufBWEox4jKIc4oXbq02mOPPZwj3HvvvX35dlRHKkg+PEyQAAkkQYAKUhLQ2IQESIAEsklA\nFqTLGGyLg+TzmHsE4BrWp08fb+Dr1q1TsKa4ZPHixRHZ99xzT0ReLmZASXz55Zd9Q991111V\nhw4dlB2kpFWrVr56zZs396WZIAESIIFECVBBSpQY65MACZBAlglMmDDBN4IgVyRfpRxLiNVD\njjk2/JSGa7qQrVq1So0dO9bZ37HHHuvLr1Gjhvr3v//ty8vlxM033+wb/pYtWxQCN9jBKZ58\n8klfvQULFvjSTJAACZBAogSoICVKjPVJgARIIMsEENnMlGXLlvmieJlluXouipEcc3UeiY77\nzz//VF988YXXDPsAmW5zXsGOk86dO6tu3bp5WXXr1vXO8+Hkq6++8k0DLHr27OnLQ6Jx48a+\nPLrY+XAwQQIkkAQBKkhJQGMTEiABEsgmgV69evkujwfHkSNH+vKYyE0C48aNU1CSRKpVq6aO\nPPJISUYc27Rp4+XZrpaiXMrRq5gjJ7L5qzlcM5y35J9++ulyqo/btm3zRbXzFTJBAiRAAnEQ\noIIUByRWIQESIIEwEXA9OOZbWGN5qJdjmPhnciy2tejAAw+MejlEvRP5/vvv5TTnj9jry7X2\nCgqjLYsWLfJlYXPdkiVL+vKYIAESIIFECFBBSoQW65IACZBAlgn89ttv6vLLL/eNonLlyr7N\nRX2FOZ4oNAWpXbt2Ppcx7PFj73cktxSWJjOQwS+//KLw+cgHMddhmfPBZ90WvBwww9wfeuih\ndhWmSYAESCAhAlSQEsLFyiRAAiSQXQJDhgxRK1as8A3C9VbdVyEHE6IYyTHMU0DwgO+++y5i\n/6Jkx2wqRDj//PPPnV0NGzZM2XxMRcHZKEcysbeXLaVKlVLXXHONna2gNOF7Ub58eV12xx13\nRNRhBgmQAAkkQoAKUiK0WJcESIAEskzgjz/+iHgo5qL07N0UuLVhP6LDDjtMHXzwwSodG7XW\nq1fPmxAUoH333ddLmydQGGwx9w4S5UmOdt1Y6VmzZqkHHnhATZw4MVbVtJdv377d1yc2y0XQ\nhkMOOcSXL4kjjjhCVa9eXSfnz58v2TySAAmQQFIEqCAlhY2NSIAESCA7BNq3bx9x4eXLl0fk\n5UtGsg/3RTX/AQMGeErRzz//rPr27ZvypU8++WTdR4MGDdTrr7+ugtaXnXLKKQqKg0iJEiXU\n77//LsmUjvPmzVMnnXSSevzxx3XkuFGjRqXUX6KN7c1xoTDtvvvugd289dZbauHChbr8oosu\nUrNnzw6sywISIAESiEWAClIsQiwnARIggRAR+PjjjyNGE3YlImLACWSEfW62QjJp0qQEZhdZ\nFVYScSODe120fY3mzJnjU4igRHTp0iWy0yRypk2bprBZKyLjod+PPvooiV6Sb2Iqfuhl//33\nj9rZ9OnTPcsqxh3klhi1ExaSAAmQwE4CVJD4USABEiCBHCKwevXqiNGablURhTmaIYqRHMM6\nja5du/qGZofa9hXGkbj//vu9MN9YazZ69OjAVl9//XVEGdZCpUNat26tFSP0VaxYMdW2bdt0\ndBt3H7fccouvbqzP+DHHHKPHiUYIe49gFxQSIAESSJYAFaRkybEdCZAACWSBwMUXXxwRwhjr\nXjp27JiF0WTukmFXjGTm9jqgKlWqSFFSR9tdMppFCi52ttjrl1CeDMu9995bmeHk4b6XboEy\n+fbbb6vnn39eYW2dKfaLADNwhVlPzo899ljVokULnbzhhhsU3BMpJEACJJAsASpIyZJjOxIg\nARLIAoHGjRur8847L+LK+brmIpmH+wg4GcywLTb169dP6WoVK1b0tf/11199aTNRtmxZ1bJl\nSzNLh/m2Axz4KsSZmDJlikJ0PgjuwUsvvRRny/irXX/99erqq69Wd955p1bwzXHffPPNXkew\nYN16661e2nWCQBJffPGFLnrhhRe0FclVj3kkQAIkEA8BKkjxUGIdEiABEggRgeLFi0eMpnTp\n0hF5uZwRdsVI2G7btk1O9RF7E6UipsseFINYrmK2QoZ9kJYtW5bKEHRb9AtXNQjW9MRaA6Qr\nJvjf2LFj1datW/W/pUuXKtN6BuWvRo0aukcEXYi1YS6CY8hnBq6JsKiiTwoJkAAJJEOAClIy\n1NiGBEiABLJIQB4EzSHAVSkfxTXXMM1T3LpkTOZDvuQlckTkOAlQgHVA5557btTmn376qa8c\newG59hDyVYoj0ahRIx29DlVxLoEj4mgad5VWrVp564YqVKjgKUTooE+fPt5+X4MGDYpwwbMv\nYium2Gj2rLPOsqsxTQIkQAJxEaCCFBcmViIBEiCB8BCwlQZslNmsWbPwDDANI7HnmIYuM9JF\nkyZNlLk5q60wJXpRBCeQvZQ+++wzX5Q6V1/mmiOUwxWuZMmSuqowlKOrfbQ87O8Ead68udp1\n112jVU2qDCHEZc0WNr0113MhZLqMG2uV7GiB9gWhbNkCS5r0YZcxTQIkQALRCFBBikaHZSRA\nAiQQQgKF8NAnFoGwb4KLNUhyP+AS9+CDD6b0iUHobnFtQ0f2Gie7czsM+Lp16+wqSaclIp85\nnqQ7czQsU6aMkjVXsskrrjVmzBh16KGHei3g7le3bl0v7Trp1q1bRPYZZ5zhWagiCplBAiRA\nAlEIUEGKAodFJEACJBBGAvJALmPbtGmTnObF8amnnlIrV67UcznttNPU5s2bQzuvRx55xAuH\njfuS6v47mK8INksVK47k2cclS5b4sm688UZfOpWEKEZyTKUvV1u4wcn4JcACXAovuOACNXz4\ncK/Jt99+69XzMq2To48+2rOcoQgR+FJVVq1LMEkCJFBABKggFdDN5lRJgATyg4CtIG3cuFHh\nYTNf5LXXXvOmAkXJtd+PVyHLJ1jzA8uRCIILpCLmWjJYcGK5tmHNkilYA5UuhRmbr0JiWbHM\n6ydyfuaZZ3qR8qAY4XP9wQcfOLt4+eWXnfmSCRc9BHwQSRcD6Y9HEiCBwiJABamw7jdnSwIk\nkAcEzHDIMh2EOc4XMddTIYJaLPeqbM67X79+CmvAIFj788033+h/yYwJlpr58+d7TbEX0E8/\n/eSlXSft27dXsDSJgJXsX2Qr0lIHRyhfUDzXrFljZnvn7777rnrnnXd0GlaxDz/80CtLxwnm\nal4bn+kZM2boiHmu/o866ihXtpdncpPMIUOGyCmPJEACJJAQASpICeFiZRIgARLILgEsVn/z\nzTcjBnH44YdH5OVqhrnP0x577BH40ByG+VWtWlUdc8wxeiiwYGC/HigtyVj0oAxKgIVE5vaf\n//zHqz548GDvPOgE40QYbGyuigAMU6dOjaiKtVCiYMFChnQ6BXOtWbOmr8vdd99dK25mJq59\n1VVXqVifb6w3suWuu+6ys5gmARIggbgIUEGKCxMrkQAJkEA4CIwYMSJiTQ72QEo1elo4Zvf/\no3jjjTe84WzYsEHBmhFmEVc0jFHcvMaNG5fUkPv37++1gwua7AXkZVon2Otn4MCBXi7cLSEI\ncoE9kSCXXnqp58qGNDaBXbhwoVaAMN7HHnsM2T7BdWXtERQlKFPxCCxo559/vrrwwgtjuubB\nlVL29MJeRwcccICCy6It2Bw5lmCtVpcuXXzVxJLmy2SCBEiABOIgkBMKEn6c8TYOb02xARyF\nBEiABAqVACwW8mYfDPAQiLfs+bTmQiKaYX54SJdQ0EiHUew1Org/pptgImOGgiFy8MEHy2ng\n8a233vKCRKDSyJEjdV0oTRLcAu6X5rou8JQIdfjs7LXXXr7+Fy9erC1hklmuXDlVp04dSQYe\nV61apTp16qSgHCISXffu3QProgDR6WTPJ+xZhLF07tzZ1wYs492DCQEzSpQo4bV/7rnnvHOe\nkAAJkEAiBEKvIOENGH5k7733Xh3FBtFt/vvf/3pvthKZLOuSAAmQQK4TOP7449X+++/vTQOK\nEawFXbt29fJy/QTWBAlO0KFDB4U5h1nswAynn366QlS1ROWPP/5Q2BtIBHsixZLatWv7XBDF\n4mSG+4aSYYZLx95NYAyBMnrzzTf7LoMXkmI9QgHGFSs6Hq535JFHKhxxPfz74YcffMqb7yI7\nE3IdHGH9cq0bguIUj2C9lqn42XtExdMH65AACZAACIReQUKoTzwAYPM7/EA/+uij6uOPP1YS\nEpS3kQRIgAQKiQAeFlu2bBkx5dmzZ/sWvUdUyKEMWMUqVKigR3zqqaeGeuRbtmyJWEvTtGnT\npMaM9UemBQT7BMUS8LnkkksU1u9AJKpd7969Pfc1KHDmOiXUO/nkk3HQa3vMIA/I23fffX1W\nSuR9+eWXOAQKPn+mEiYVxc1P0vZRXBKxj5HpKmjWE2XOzHOdX3fddd64oaBddtllChvOUkiA\nBEggUQKhV5Dw4wkTvOxUXq1aNf2jL5sIJjph1icBEiCBXCeAhz9bYDkQdyW7LJfTYmEI6xzw\nEL5gwQLf8MSK4cuMIwHFUCxIUJawH1QsQbCD66+/PiKIAVwxRfGBRUs2ZLX7c/GVdmbdaO5y\n+DsNNzzX59IVXU76HTt2rMIaMwjCuT/88MOe5VDq4OgKSmKWy7m5Fgx5H330kcJGumbodKnL\nIwmQAAlEI/A/Z91otbJYhoWh8Gd+4okn9FtTLFCGS4HrDeqTTz6ppk2b5o0Wb80GDBjgpbN5\nIgtRg/5IZXNshX5tvJHHQwbvTfg+CfK9CXr4Ct+Ii2ZEpUqV8i6EENN4Sz958mTvgdgrzPBJ\nJr836BsCK0qYv5uIAGcrGQiakcyYsZZJQrjjwR6R5uIRuJaJV8X777+v+vbtqxDtEGuCILDM\nIIjHOeec43UnboF4+WiPddasWV49OYGro10PZbge3DtlvZPUxxG/rZiDK1gCxodgDqbg+46N\ncuExYgrm4bq2WcelnKEc9+ahhx7yXArNNtk6xzxhKQwac7bGxev+PwHcn1ifN7IqegLyN8H8\n+5fMKOQ3Nlbb0CtI++yzj160Cb9kLD7FmyqsR3L94OKPi/yRwMTxNjWZkKmxoKVSHrbxpDKX\nfGsrD+P5Nq98mI9YkPNhLumYg/yhwAMoXhjhYTNb6y0y8ZuGN/4//vijRoU9eGz3sHQwTFcf\nWGuETUpNgVt4olwQnAGueWJ9wh5Fv/76a0QABfM6ct6nTx9PGYKb2SmnnKIGDRrkewC/5557\nFNbwiohSN2/ePP2wLp8plJuR9KQ+7kO7du20VQt9t27dWte74oornMoR2kEBgLKFtUm2uMKG\ng9krr7xiV437bzmu49qvCf0mej8iBpHmDP69STPQNHaH39WwfV7SOD12FSeB0CtIMLnPnDlT\nPfvss9ovGhYiBGnAolLsNWHKgw8+qO6//34vCx/ysPgf4y0v/gDBjYASLgL4IcSC8LVr14Zr\nYByNwh44WFuBB8Vt27aRyE4CYhnAAyjWfeCNWDZ+6xANTcaSrpuDB/ezzz7be7iHm9m1117r\nC0SQrmulox/XOqFvv/024fvx8ssveyHCMS78HkExNKOp1G7bAABAAElEQVTPBY33008/9Yrw\nmXjvvffUokWLvDyc4O+P+Rk58cQTdTkUFbyINN3TlixZ4muLBF5KwoMD1il83qDA4bcTgRii\nCUKVu9YvYZ2TLUGRGGFtMcdut5M0lDiX9OzZM672rraZyEMocwSk4G9aJuim1ieWceDzjb85\nlHARwHMaXiyIW26yo0Mf8URGDfUaJPyh/GiHDzHehu233376LRfeYB166KFqwoQJEWzwBwA/\npPKPb2giEDGDBEggDwgghLKIhIXOF3cdzEOsKJgj/g6ItUPmHKaja5PVV1991efNEM94EVrb\nFjt8uF0uaTNMN14MQpmxPw9mJEBsl4HIdCLLli3TkRCRhmK2fPlyKfKOCFuOeugfgof7GTNm\n+PZX8iobJ0EPM3BDNKMxGk0iTrGeKh4xPzdSH+44rr2VpJxHEiABEnARCLWChAHDr9l+QwfF\nRzbDc02KeSRAAiSQrwTwZtMMUiPKg+vhMBcZ4Pcd7mAiiNKGl15hFVPxkDHiXkBJsgVKBdzT\nbrrpJvXVV195xXBpcwUiwAav8cgNN9zgVcOLQoTaFguRFOBFowg8GkTRQR5cWCWs+vPPPy/V\nfMdatWrp0OVSD4VQkGKJWd+ue+6559pZzjQsivEI3E1tQZRBBNJwKbJ2XaZJgARIQAiEWkHC\nD/0RRxyhF2zCHx1mT4T4xj/bvU4mxCMJkAAJ5DOBIMt4PHvm5AoXuGWJCwTWuoRZJLy2OUbc\nI9easPvuu0/deeed6sUXX9ThuOGeCGsNXMltgRUo3rVX+Du599576y6gnGEd0mGHHaYjyyET\n5Y0aNfIuAYUIruoQKEpvvPGGVxa0uSrWL2G9krm/ktcoygncZIMESlcsQYCWeEO920qh9I2X\nCNjbiUICJEAC8RIItYKESWABaOPGjfVmsXhTd/vtt+tIPLKHQ7wTZT0SIAESyAcCcBmCn7wt\ngwcP1hE/7fxcT4uFLIzzgDKCta+2NGzYUF144YV2trZiwIokboQIgR00P6zHeeyxxyL6cGUg\nEILpFoeXi1gbJNYb2VPKbNugQQOdhCJmKqG2a560GT9+vILimqi4ri19fPbZZ3IaeEwkdH2X\nLl28LUHMDjGnww8/3MziOQmQAAlEJRB6BQlv52699VYdShSR7PAjfd555/ncA6LOkIUkQAIk\nkEcE4H4WFBjhk08+yZuZwmMAEs/i/GxNGpYiV4RFjNm19saMjAXlCmtwsH9VkFVw4sSJcU3N\njqIHq4upENhKGFzX8fIRAnd1c4+jE044IfCack8CKzgKEFk2KBhBPAvhly5dqjeLd3QdkQUX\nu9GjR3vWR7NCkyZNzCTPSYAESCAqgdArSDJ6LOjEQtQw+6LLWHkkARIggUwRgLXAfuCVa3Xq\n1ElOc/qICGlr1qzRc4D7mSsKWhgmiIAG5nowGRMCINx9992S9I4IciACqwYUBESbg7LkEld4\nbFc9RIQzlaxrrrlGR5iTsZnWJbTHNYUv0thDa9KkSThNOLiEbhTlP8zTXO9kVq1fv76ZDDzH\ny9F4BWuWXS8QVq9eHW8XrEcCJEACKmcUJN4rEiABEiABpc466ywfBlnj0atXL4XNRfNB4Clg\nytixY81kaM7x4O96+IdSgM1bbUG+Kc8880zUrR9cViizvZwjiEHbtm0lqV3msHG6bF0ABdMM\nfFG3bt2IsOkSNCIRlzbvglFOghihCfaQiiVQ/BDKPl4JCjIRpITG2y/rkQAJFBYBKkiFdb85\nWxIggRwnYEYjw1Tk4RH75WDD2HyQAw880JsGHrDNtFcQgpOyZcvqoAv2UDBmVwQ6bHRuCvYv\natmypVPJQj3ZLNds4zqHZ0X16tW9ooEDBypsHmuK6YaHcZsKFepJ2G8o2ukUKIW2BQv933jj\njTqQRKxrYb1dzx37GMUrrvV5aCvzi7cf1iMBEihsAlSQCvv+c/YkQAI5RgBBGmTxvTl0uFO9\n//77ZlbOnsOyINHh4DYYZtdB18M7XMJdG6HaVgzMC+uFbMuS3Lgrr7xSTqMesV/g66+/7tUx\no9JJZosWLeRUH82Q2AjqIJ8pe4NZsZBh/ZREFvR1FCOBIA3mPk2ojmAPCCoSbU0TgkggjDiU\nyESuGxT5T1wIYwyXxSRAAiSgCVBB4geBBEiABHKMQKtWrfSI4SolD7BYl2Q+9ObYlCKGKwEN\nsEFpugVrf4LWcSV6LVvpQXsoq9dee21EV/Y1L7nkEuem52gIpcVWViI63Jkxbdq0QCULVaBg\nDBgwwNccob9F4FYnexLZLmqivMH65Zqr9CFHKPDY2F1kn332UcgTQdAFKHSxBPtIIXQ5OCQi\ns2fPdlZ3WbGcFZlJAiRAAjsIJPbLQ2QkQAIkQAJZJyBv++FWJ3vJnHTSSUoUp6wPMI0DsJWK\nVLpG6OzjjjtOu+zBtQ2hsFOVoPFBaTEj8MFa0rRpU9/lEHVQ1gn5CnYmFixY4MqOyBNrW0TB\nzgxYYxDO2xT5DCHv4osvVpUqVdLF9sbsZpvffvvNTDrPO3To4IvgN3PmTPXhhx96dWExi0fi\nDXFu9yWKtZ2/cOFCvXlvNKuV3YZpEiCBwiVABalw7z1nTgIkkKME5KEcD7Pyhh3udUFvz3Nx\nmmK5kLmmYw4jRoxQeFCGINLZ008/nXK3QSGst2zZoreokAu89NJLyt73B25mCKvtCoyAeR97\n7LHSPOoxVrQ7jMUW4Yt8U2mw1y7Z7aKl8VmE5UzWxUndxYsXy6meayyFDpVfeeWVpBTYKVOm\neNcyT+Cqh3VP+bShsjk/npMACaSXABWk9PJkbyRAAiSQUQIrV65UCPUNwcJ7uCxBsJ/NzTff\nrM/z6b943LrinS+sKKbCFc1aEk+f4B+0vw4UEHOfH+wHZCol6B8WLFiRgoJrwM0sHsEYxNXS\nVf/zzz9Xw4cP9xWNGzfOS69bt847h+VLJFqfUsc8gu1NN92kunXr5mWjD1vRu+qqq7zyaCfp\n3tYDyuzQoUOjXZJlJEACJKAJUEHiB4EESIAEcohA3759lezpcu+99/pGnugDra9xyBKiTJgK\nTapDRFCE5s2b624Q9Q2uZckKrC7Yb8hlnZE+sYZGRJRaSeOIKHUPPvigmeU7j/d+wjIlvHwd\nGAkoz7CgYH0QFJaXX37ZK0XUO3ymsP/UyJEjvfwgdzWvguMESiGu1a5dO1161113KaxDEsE4\n7fVQUmYe0YcZmc8si3Yea60R3CxdIdij9ckyEiCBwiNABanw7jlnTAIkkMMElixZ4j0M4yFd\nFsBjvxg8jOaDYK2L7AGESGbpEKz1QcQ5UVQQZQ4R1pIVWF2C3Oukz3fffVdOPUufl7HjBNax\noHVQWCPk2mzWbC/n9voiyTePsMbAIgUO8+bN81nSoIT26NFDr1MyFS3kx6uk4Vq77LKLuuGG\nG7Tbp6y3wvonU6CgxBNyO545mf3KeTwKNRUkocUjCZBAEAEqSEFkmE8CJEACISRgWj2w4F0s\nGHjYjmcRfQinFDEkWMZkXQwinqVDSQI3BAsQpWby5MlaUYi4eJwZ5rqaoCZyrWhugi5l4fHH\nH1dQhEX5Depf8mO52KFe586dpbpPOZLMOXPmqOnTp0tSHzF+U2HyFVoJrINCH7L56zfffKNr\nPPzww2rNmjVebbg1HnXUUV466CRZd9EVK1YEdanza9asqTIRGTHqRVlIAiSQcwSoIOXcLeOA\nSYAECpnAeeed50VDs8N6J/tQGTae8+fP9w0JwQxSkW+//dYZWhqBGpKVRo0axWwKxQgBCxJV\nXAcNGhSzb7MCrhFLkenSpYu3nxAsPb179za70O2nTp3qy3MFj/BVMBLYYLZ8+fI657vvvlOy\nxgnuf2ZgBFiQxIpnNI84hYLsUh4jKloZcMuTwCVSZFrBYEXD/CkkQAIkEI0AFaRodFhGAiRA\nAiEkgI1IIXZY719++SWEo018SG3atEm8UZQWcKkyH5JRFS5cqVwHykCsNTr169dXe+yxh47c\nJvcsyjC9okQVN7HWeB04TmC5wV5GECgfsPbYUqdOHWUGRoAbYrxWrAMOOMDrDmurRKAkQuFt\n3bq13qcL+y2ZFiWp5zqKwuUqC8q77bbb1MEHH6zDloulSNz90AauqBQSIAESiEWAClIsQiwn\nARIggZARkHUWe+21l+/B39ygM2RDTmg42EDVlDPOOMNMJnx+yCGHeNYTaXz88cfHVHCkruuI\nYACicLjKkScBA2CxQHS3eMVUNuJpAxc7c18jVxsEZpBoebA22e50aIOgEqZCdPbZZzvd8Q49\n9FDfJaAomuu5EFnRtGhh41ywgMteUBhuX4cpJGBBQsS+uXPnKrj3QWC1EhHLlqR5JAESIAEX\nASpILirMIwESIIEQE5A1LdhDx7Ri4O15PojtkpbqvPDQb288WqVKlZRQYWNV0xphu3WhcyhQ\nsg6pYsWKcV8PodwTEShgcFuTyHGutlirJuu6XOXIg6XNVCYwP1PREesSFDjTIod5Llq0yOsW\noctN2bx5s68fsyzo3PxcB9WJlS8BMMz1Yvfdd19MDrH6ZTkJkED+E6CClP/3mDMkARLIMwJQ\nkPCAWq1aNe22hOnhAT0RN64wI0EABVMQsCBVufrqq31diBXOl5lAAsqEKKpoFtQf1j9ByZg4\ncWJcveM+muHB42q0o1LZsmUV1gFFE1OpcdWD250oQSifMGGCT5kQBQtzMRUn1H3ggQdw0GJv\nBBtPuG7bKtW+fXvpLqkjlOyLLroooi3mYN63iArMIAESIIEdBKgg8WNAAiRAAjlEAA/icJXC\nw+7YsWMVFsRDkN+/f/8cmknwUCUSmtQwLTWSl8gRD8t2aGcEQjA3ck2kP9SNZy8f1MN1X3rp\nJb2pL9KxBO5y8Yb3tvuKxclWauz24GEqD4g2d8opp9jVdIQ9O9O0PNmunq71TnZ7hBm/8sor\nFaxTF1xwgXriiSfsKgmlsadTkAsk9sMSZS+hTlmZBEigYAhQQSqYW82JkgAJ5AOByy67TO+d\nA4UIm4yaD3pfffVVPkxRIXy5Kam6W8G9zXapAzczupp5vXSef//9915EN+k3yNIH69Err7yi\nKleuLFUTOtpR6BJqvKMy1g6Zyg32eoKigo1eoXyZboTmOa5jBkKABcksj6WYoX3jxo3Vtdde\nq61Wd9xxhw6igfxk5cADDwy06i1cuFB9+umnyXbNdiRAAgVAgApSAdxkTpEESCB/CIwePdpz\nb4L7linYA8a0AJhluXQOBcm0hqQjfLkEKDA5RAv3/Nxzz6nu3bsHWn5sJc7sV86hJNSrVy/i\nYRxrclyC0OGJrFUy+0Cob+yfFI9A4TSDMUgbzAmbyIpAAYdA4TE/VwgIAeUSVkz8w706+eST\npZmCe1yQyyEq2a5+SJsWKK+jFE5MV0G7GyjHiC5IIQESIIEgAlSQgsgwnwRIgARCSAAuWCJY\ng2TvVYN9Z/JBxGqEYAiIppaKIOy0BEsw+4FlxCUICnHrrbcqrIXq27evGuzYh2nDhg2upr48\nRI6DEhakEPkq70jgfiYrw4YNi7spLFiuzVqx9slULGB1g7VFlCZReh566CG9vufNN99U1113\nnXb1NPeFiqbkIbQ6Nms1BYzS/bmNFfr8888/N4fAcxIgARLwEaCC5MPBBAmQAAmEmwAe1vH2\nGxaAd955R5mL2/GgGevBMNyz+9/oZP0I1sX069fvfwVJnAUpD08++aSzN7i5mXLvvfeaSX1u\nujZGFO7MwD5IdsCCoLqwNh155JFBxTHzYUGKV+A65/qcnHjiiQr7FEFq1KihBg4cqLp16+az\nHqFs5syZOKjDDjtMK5B2WPJly5bpctd/06ZN0y6iKIPlCJ9ZKF5t27Z1VU8676CDDoraVj5f\nUSuxkARIoGAJUEEq2FvPiZMACeQiAew3A+sKNjqtXbu290CLueDt/zHHHJOL0/KNGWtWTJcu\nBDlIxQULG4e6xHTjM8uxqaopeJi2r+8KXmD3BytTnTp1zK70OaxitrRo0UL17NnTzo47fc45\n50TUtedhVnApSLC0Pf/887oarF6wKLk2dYWbZzQRS1O0OihDdDtEF8TeRNiUNp0ChbNr166B\nXaaySXBgpywgARLIGwJUkPLmVnIiJEAChUDgwgsvVIjKhjU1119/vbYgVa1aVU/9/vvvT8lN\nKyz87DUqCGFtBjaAAuV6cA8aPx6GXWuGEAzAJVdccYUvGwrS+eef78vDOhusLzKlWbNmZlK9\n+OKLCsEC7PUuF198sa8eEh07dvStu4qoECMDrpZ169b11TI3b/UVBCSeeeYZb+0QPmOjRo1S\n2GTXll9++cXO8qXBJR7LGfbxuvzyy3WABl8HaUogKh4sVLbg81W+fHk7m2kSIAES8AhQQfJQ\n8IQESIAEwk0AFokxY8Z4g3z99dd1wAZ5CIRVKV9E1sLAEgALEo6QDz/8UNWqVUuHg4Yb1Z9/\n/hnXlG3lAY1cbnJQvmwXO+R9/PHHEdcRxRQFeOiGRc/ewwiWMHF/g5KHvhEtzpZ4rS52OzNt\nW4xsRdOsa5+jrr1OC0olxmtHAJT1YXYfZrpDhw5m0nlubi7rrJBiJsKF23NCl7if9sbBKV6K\nzUmABPKMABWkPLuhnA4JkED+EsADsLkAHg/jeLCVB3CESZ47d25eAJCHe6y1Ml3k4JIlysSq\nVaviitwGaxMsIrbccMMNPlc+lMN9bMGCBXZV/VBtb/YqShwqw70OisQZZ5wREaVNOoMlCmtw\nXMrWW2+9JdWSPm7ZssVrC4US64iEo1cQcAKlwRTMB+6a4G+uc0MdWCpjiW2Fc9XP9Gd1+fLl\nrsvqvA8++CCwjAUkQAIkQAWJnwESIAESyBECeMA2168g0hr22Vm7dq2egbjd5ch0og5THthd\nVh6zYTwWJLiOIQS6LS7rwvTp0+1qXhoujTIuZEo0NigRLVu2VJdeeqlC5Dqzjtd4xwkUOyhf\nrVq1MrP1OfKD2kVUDshAOHSx7iC4wgsvvKAOP/zwpFz3YPmSvYJ+/vln3xWx0Wossa1wrvqJ\nugC6+oiWF20Nkr2mLFo/LCMBEig8AlSQCu+ec8YkQAI5SmD8+PHK3PsIVgdbgXA99OfidEVZ\nMIM1wCULe/CYYlpxzHzzHIql9GfmI88O92y6MJp1cf7TTz95Ia+RFqXr1VdfVcOHD1d44P/j\njz8CrTaw5vTo0UM9/PDDzjUw8e5jhGu7BG5tCMmNDYNfe+01rcC98cYbEWugXG2RJ66aOIcF\nasqUKTjV/emTnf/179/fTDrP58+f78w3M7/77ruE1pKZbeM5R/RBcc2063MNkk2EaRIgAZMA\nFSSTBs9JgARIIMQE4DJkKgxwHUP0LwQxgMAt6s477wzxDOIbGlzFZJ6wuizdsWYHediM1A4h\nbQdAcF2hV69eHiO7XNwTJd90U5M884iHesizzz7rucqdd955nhUPeyu5lDG0gfWvdevW+qEd\n62NsmTVrlp2VcBpumIgOZ4oZ4ELyxfXu7rvv1llQjkzlGtwRxhti7+OEuW/cuFGXBf3Xu3fv\noCJf/uAdYeszKUHR8aDIUkgABGBNhOvuEUccoWRzZJIhASpI/AyQAAmQQI4QgKJgikRmk3VJ\nWHMSa/8Xs30Yz6Fc2CG0sT8PFCNxJTTHHWQhMOtgA9aLLrrIzNLnlStX9u09BKUs1oOzbC4L\ni5GshYKb35dffqn7nDp1aqBLGxRauPtBGjRooI/mf6nsg2T2Y54jEp0r6pwErZDPlKkcoT0s\ndVDmYEWSeUq/SMMqF01gzYrn3sg4ovWVShn2CnONw8U/leuwbe4SeOqppxSs8YsXL1Y33XST\nstca5u7MOPJUCFBBSoUe25IACZBAERKQDTrlkrNnz9YPr2JVgYUp3jf30kfYjnBbsy0pEtIb\n0etsGTt2rJ0VkYbSM2jQoIh8bEK7cOFCL3/16tXeuesEobQlcp1YgqTefvvtp09hsQiyICEf\nm7RCXFHeMqEsBLntidLk4oLxCesnnngCSZ+AA/7FErFABdXDG3tYBTMpcKXbf//9Iy7x0EMP\nReQxozAJ4CWBvCCAZVV+TwuTBmctBKggCQkeSYAESCDkBMTtTIaJoAxY/2K+4Z88ebIU5+QR\nVh17Dx08rMOVTtb8mBOLZ7E91uG4rE9QWBA2XCRagAbUAe+mTZvq/Y0QAa9x48a66dNPP+3t\nP4V9j4Ie+vHwhX2sIHB7M13hUBZPwAndOIH/XNH70Fy4meuOzG4lcp1LEYLCaX8WzbZy3r17\ndzl1HhFqW1z9nBXSlGm7A2JOjRo1SlPv7CbXCZx77rme1RfuykHf31yfJ8efGAEqSInxYm0S\nIAESyBoBRCkzBdHQEDjAFImsZubl0jke3OVtrowbblL2+ispi+XqhXrR9ofaa6+9pCufwuJl\nOk5uu+02HS1O1reYFopvvvlGYbwugVJhRiE855xzFIJMwAUMCpO90ayrj0TzYvEBa4wB/0xl\n6N1339WKNzawtQXMsN4tlnTu3DmqAiRuibH6SaUcFlVZN4Z+ME8opj/++KOOAJlK32ybHwSa\nN2+usJk0BAFIzO9BfsyQs0iGABWkZKixDQmQAAlkgcAXX3zhuyoebrE+x5QBAwaYyZw7X7Jk\nSYSCBIsSLDeuh/J4rC4IeY1NXG2B4nTSSSd52YccckhUZUoqigInrnSmFWTChAmBLnZob+6x\ndPnll6tHHnlE4Thu3DgF61m6xVQAXX1jDlDaEB4cFjIR2TsKYcJtQfjweCVaKO/rrrsu3m6S\nrofIj6bgXsGlCntr4aH4xhtvNIvTfg5XRtuClfaLsMOUCPTr188LuIJQ/bECtaR0MTbOGQJU\nkHLmVnGgJEAChU7gySef9CGAtQVuXtigFBLNUuJrGOIE5iNBJ2SYcCGEhcXl1mWH/ZY25hH7\nFLksIVCuJMw31iP16dNHYfPdWCJ7DbkUJLjYRZMRI0Z4xXhYP/XUUxUUBbFGeYVpOrnqqqti\n9rRy5UrP5U4qIwAIFDa8TUdkPBGsnWrSpIkkYx6jzUvWlsXsJIUKCFxiCsLii3sh8hFFL1MK\nzGWXXaZgncBn2lbUzDHxPLsEhg0b5g0AnwXzO+oV8KTgCFBBKrhbzgmTAAnkIgE8jJtrjTAH\nhK++8sor1apVq/SU8OCHB2487OeqfPLJJxHrhaAY2aGmZX4SplrSQUfsDWQLFJRJkybpbIT5\nHTlypBe0QYIU2G2QhtsaHqRcChIsLtGULNMdz9V3uvNsZdPuH+59Mg+z7JprrtFJBHkwFQhX\nXbOdeQ6lQBRQM1/OcV9da8OkPB3HoUOHqgMOOEBbyWDNco3fFQY91WuPHj1avf3227obWBxv\nv/32VLtk+wwRsNc85sOLpgyhKqhuS+T7bDPhspAMM3ENCct4kplDvrbBQxL+yVvhfJ1nLs5L\nwvNyU8f/v3s9e/bUb7yRwiLz888/X+/fYd5bvCGHgiRR1cyydJ/j/qT7Nw0uLva6GTzYym+o\nOQdYj7p27Rp1nYvUd7niQeE8/vjj9Rywwappofrhhx+0GxYiBdrjwVjq1Knj/WZACREO6FMU\nVrm2eTTrmvnpPMfvGQQPegg7HiTy2+cqP+aYY/ScbAUHLpAyV1c7M2/Dhg0+pmaZnEP5ql+/\nviTTfsRYERURLw8kLL59ESjfuJ/pFAQGMQVrn4QbvjdBwTHMNjwvGgIvvvii6tSpk74YIkni\nXL5DRTMCXiUeAvJ7FY/XQLT+7M3Vg+rmvYIUK2xrEJh05+OHET+KYRlPuueXy/1BMcIXLtNv\nMnOZUbbGjshleLuHqFmy7iNbYwnDdf/73/+qN998U0c7QwQw/J7g7finn37qDQ/KBCwYRfFb\nA9e+dF9HwmB7E9pxgrVXWNtjC5Qe7HGEslhrbeD69tlnn9ld6Df7sCq4IuTh8zdw4ECFjWBN\nQT7mLVYtrN2RP9pQICTfbCPncGdLNzPpW474TYMiBqUALnH333+/FPmOeOBAXZfyiO8cxmm/\nTcfnLd7xw7UxmkBpwH2Lt79ofcVThsh8sFDaAk7pHoP9UgeKv1wDZVAM+Ztm34nspFu0aKFf\nhuD3QTaKlXuVnRHxqi4C+I3Fyym8eElF0Ec8VmO62KVCmW1JgARIoAgJICqYPMyKa5lY2WQY\niNBlP9RKWdiPpgXHHCusRC7FCXWwjgVrPWIJHsYh9h9GKF9BQQcQIRAKjy2y5kvctcy3zVDY\nggT1YilyQW2TzYdLnz1n6QvWrqCHdPlcYQ2NWO9w7NKlizSPeaxXr17UOvaauqiV01CIkPjy\nOTC7y0TUMtsqBkseH7pN6uE6l8+7+V0O1wg5mqImQAWpqInzeiRAAiSQBAG4zc2fP99rKXv2\n2FaRuXPnRrVgeB2E8MRlxcEw4eIGxUMe1O2hm5Hh7DJJB711xAORuD5JXTnierZ7HcoWL16s\nEKLapSAhoIH9wI1r4MEc65oQKa+oBWur6uxwIUO0un//+9++ywe5m0gAhZ473DqxTwxcOrFO\nCy6J8Qo23JQHT7sNeIhbk12WqTQsWnLPzGvYboRmWbLnttUO65H+85//JNsd22WYgHwu7HWe\nGb4suw8xgbx3sQsxew6NBEiABOImAJcpROSSfY9ksT/2PTJ3fsfDeCzXprgvWsQVH3roocAr\n4uFe9q+xK7Vt29bO8qXhVvXaa6/pPLiUmS5wYAWl0iWnnXaaat26ted2Y9aBK45Y6sy3znjQ\nst11ESkN+YcddpjXxuwr0+eIOgcGePhr2LCh73Lg4VICoQzNmDFDu+DdcccdvjbxJmBFMdmY\n7WJF+zPrpuscex+5rJRiEUzXdT7++GNnV1Dk5UHcWYGZWSMgnwven6zdgtBdmBak0N0SDogE\nSIAEIgngQfOZZ57xCtq1a6fPX3/9dS8PJ/gDj71Xck0wZkQccwkWtGOTXDzgugQP89Hkqaee\n8iIAmhHZ0AbKkm2Fk76wcSuUC3s9CcphzZOHKVMJwHoW8y00yrAOCEEPRKGS/ov6CHdBe/5B\ngQtgzZs2bVpKQ4SC9Pzzz6sjjzwywjUPm+QWteBzYAvcM2O5AtptYqXNjWnNumBtflbMMp5n\nl4B8Z+U7nd3R8OphIEAFKQx3gWMgARIggTgI9O3b16uFDWHxwOtyD/r555+9erlyYj+4m+PG\nOplomzcGuc9JHwhaIa5e8iAkZdGOVatW1cVYpwQLnilwTRPO5kMvXOywTgfuebgm3NPMcrOP\noj53rY+C4uYScLLDH7vqxcpD/1j7Y7tB3nPPPbGapr18yJAhEX3CMplugaXQJXBbRPALSvgI\nyO+CHMM3Qo6oqAlQQSpq4rweCZAACSRIAAoALEVmwAC86cSib1hX7AdwKFJt2rRRL7/8coJX\nyl71VKxeF198ccTA4eb2wQcfaKsTNmKFKyIEe0fFI/vss4+3nxGiJ5UtW9bXbP369Z5r3tNP\nP+0rQ/CBt956S7377rvqrrvu8pVlM+F6Ow4XuyAJCu4QVD8oH8rtwoULfcXgV9Timj/cH4MC\nVSQ7vmjcJk+enGy3bJdBAuJ26/qMZPCy7DrEBKgghfjmcGgkQAIkgDfOeCONh3xT8BCGBfcn\nnniiDvVtlsHF5/vvv1fXX399xD5JZr0wnZuhymVc++67r5xGPS5fvlyNGzfOqwPFESGdsU8U\njng4R3hqSLdu3TxlyWvgOAFDiRiIYvRjCixI8jCFfVRsadWqlUIEuDCJreRhbBMnTnQOEUq3\nbTVzVowj85tvvomoBaVJ1n1EFGYowxXkY+nSpb7PTjoujUiFLtbo+6qrrvK5YKbjeuwjNQJw\nXRYFftCgQal1xtZ5Q4AKUt7cSk6EBEggHwmMGDFCbzxqP0w+++yz2o0L0cB69Ojhm7o8uCMT\nlqdvv/3WVx7GhMstKRH3J/PBZuzYsTpQAiwDUGTuu+8+hTwI1pzceOONcSHAeiKRk08+WU4j\njtHc/yIqZznDthiZczSHhohr6QpegAh4tpVTXB7Na2b63LU5K74rLuU8lbF89NFHgWHp8T02\nv5+pXIdt00PggQce8DrCCwPsa0YhASpI/AyQAAmQQIgJwBLkEqyLEXnvvffk1BkK2yz3Kobs\nxI78huFJKPN4hiouMqiLqH7mWoI5c+Z4D6UIrmBam6L1bSqlCOsdJLbSEVQvDPkmF4ynd+/e\nEcoLLJPmQ2Oq44YSb7t7IjKey6KT6rWite/evbuzeNGiRc78ZDPHjx8f2BSBK4p63oGDKfAC\nfBfOPvtsn6UYSIJC3xc4roKbPhWkgrvlnDAJkECuEMDao6CH+R9++MGbBty/8BAKMR/qpUKQ\nkiXlYThivY4tttVByvGAae/HY27CKaHQpb5p4cFDUZD7k9THsW7duj4LSsuWLc1i33k2Ag74\nBpBA4pRTTtGfFXxeWrRoobB+yw6vHrRxbgKXiaiKMOOmZCOiH9aDdezY0RyGPoeFK50STWGG\ngm4HrEjntdlX/ATwAsZeE4bflldeeSX+TlgzbwlQQcrbW8uJkQAJ5DqBm266SZmKkDkfM/T0\nJZdcoh/ozXLzPBvuTOb1o52vXLlSb6A5atSoiGpBrkiIrma/pTfDVSNqXTQZPXp0tGLVvn17\nZY9H9p1yNTzhhBNc2aHMe+SRRxTcEZ944gk1fPhwPUZbwXv88cfTPnbZh0o6RhCLohYo3Jg7\nNuwVwSbBV1xxhSTTckRY82iCyIaU7BPA74htUUVaXjZlf4QcQTYJUEHKJn1emwRIgAQCCEA5\nkAdYV5VZs2Z52RMmTFCuhfBSwQw2IHlhOWJ/I7zFNa08scaGCGj2g42E5Ebba6+91gvrjfSe\ne+7puZEhml2ssOB4g4w2pkSzOgVZusz2YTnHWBF6+6STTtIREOFOZK+5wPo22wqX6vgbNGjg\n6wKf32y4MuHemi8d4GKVrmAUMkHsqxXtM5ELawJlLvl8bNq0qcJm0Kbgd5cKrEmkcM+pIBXu\nvefMSYAEQkwAIb2DHiDhBiIbxWIKb7/9dtSZnHrqqVHLs1mIzV9tZQfjwQatQYL69gMoXOxa\nt26tDjnkEAV3Lon6B1eujz/+WFWvXl0rTQjWEGuTUtfeUhhLkCUu1Q1Vg+ZZFPl4W37RRRdF\nXCrd62Ts+4V9r2QfqYiLZzDDto6lWxHE0BEZT6yfLo7RlO0MTp1dOwjYe4PBMp+O/b8cl2JW\njhGggpRjN4zDJQESKAwC0QIrHHfccb7w3aayZNMpVaqUthjY+WFJS/htezxnnXWWneVLwwJi\nyty5c3VwBoT8RgQ2celClDak8eCDKGawFlxzzTVm04jzOnXqROQh48ILL3TmI5x4LKuUs2FI\nMmHFMyMGwrXTfnBMdah2kAvsLVWjRo1Uu024/W+//eZrA+U23Zu3mkEfXGsCw/zCwgenABLY\nB8uUoJdSZh2eFwYBKkiFcZ85SxIggRwjEG2zSTzkyRtqTAtrZoIErmuI6hZWCdowFPsQBQnY\nBO3fgzawMEFREoHyhJDfYgFasWKFFPmOe+yxh97YFetSXALFIUiw+D6XRdZwwVURa9rSLXBn\nMuWNN97w7oeZn+lzOzgEPgv9+/dP6bL4Lt52220KgTxOP/10ZSpIro6xkbMtUKQQqARcwuwS\na48719P256FMmTK5PiWOP00EqCClCSS7IQESIIF0EnCFX5b+Z86cqfc3kvRXX30lp85jmIMI\nrFmzxjnmaIEWsAGrKDvOxlYm+sJDrCy+3meffSJc9KAg4MH2vPPOs1rHTqLfZs2axa4Y4hri\nApcI10Smg8108Zk+44wztAskQolnQ+68807fZwfKdKqufgjogch/ULamTp0ac1qujYUvuOAC\nHVEQG8namxLH7JAVkiLw4YcfRtz7aPudJXURNspZAlSQcvbWceAkQAL5TACBF0wrkTlXPNSZ\nayeCLB7SBkqI7VokZdk+Bs0R64lcgjUdCDKAaGxBYgZsQB24IOIhGHslrVu3TsHtsFu3br7m\ndhtf4c6Ea6ywZuGh2LUJqauPMOYhaIGEgsdaLqwPSrfAtfGWW25RDz/8sApyYUz3NV39de7c\nWc2ePdtz78PnCaHOUxHwC3LNEsuc2b8rjLT5fUdkRzv8tNme5+khIJtHm71l6gWBeQ2e5wYB\nKki5cZ84ShIggQIjEG2dDCwW5gN+NGuLYIP7WBjFpVjgIQV707gWS2NtEt62d+jQIXA6dlQ2\nuC3hoR9udvJ2fuvWrb72oiD4Mq0EuHfp0sWXiz5dezj5KoU8AWVT1srgQT9a9MSQTyWu4WG9\n1XPPPafrIopZtD2u4unQjnhotsHaNChlYqHD8eCDDzar6M+lrXzbn09fAybSQsC+D+i0du3a\naembneQ+ASpIuX8POQMSIIE8JBC0NgdTlYdZmXY8YYoRWSuMgrfltsgeTy7lCS4wUKCgrNjr\nB6QfPFyabaHEiMCaBktSq1atJEsf440sZlru0BDWvGj3yneRkCZgUTEFkQXzXWSNnyvKXCJz\nx+fJ3mjXbI/v5tNPP60k6EqVKlXUU089ZVZxRnGEta1evXo6GIutPPkaM5E0AWyajGAhpsyb\nN89M8ryACVBBKuCbz6mTAAmEkwDc4aK9QYaCBJccESgM9mafUibHeCwkUrcoj3DpskUUJNeC\n6bp163rVTcXHy9x5Im/s7Xz0iYdjrIWpX7++LsZD8pNPPmlXdablwVoKwb5Hjx6SzMmj7V5o\nB1TIyUnFGDTC6EOwfi+RPbjsbhHgISjoB+rCEgoZM2aMPuKFgB2Wf9KkSbrM/A9BRhCsARvq\nmt91sw7PUyMAFzs7IMarr76qgsL8p3Y1ts41AlSQcu2OcbwkQAJ5TyAei4RtRerZs6eKZgWx\n35SGBSLe4tqy33776ax+/frZRT63O6wlChKXggnlBguzIbAwYZ0H9kxCcIa2bdsGdeXLx35K\npuA+hHV9lznOaOd2kA9zI9Vo7XK17Ndff1W9evXSw0eEw1Si9sXa9BWbxiKMuGk1kj26hF+s\nfbTSvSYsaL2UjKdQjtgCwBZYhJ9//nk7m+kCJEAFqQBvOqdMAiQQbgLxLGLfd999IybRpk2b\niDxkwJqCh8IwClyJbJGNS13R90zXuT59+thNY6bN9VrgUmfHnkdBrnquzs4+++yI7Fx3gbLX\nbE2fPj1ijvmU8emnn/rc2saPH69clsx45myGk3fVhzsnlHXTookHc1OBd62FgWUSgv2oXN8D\n+1pQ1KGsuR76pS5cKRs0aKDX2bhePki9QjkuWLAgYqq4T2AEN1Psb4Y1h/n+fYiAwAxNgAoS\nPwgkQAIkEDICdiAA1/BcC8PvuOMOhRDYUCLkAQttcR7N2uLqv6jysDYK64lEMM7GjRvrJM6x\nkSzmg39w/TIVpEQ3GsXDarT9lWQM0Y7gaz7soq6tYERrH8Yym+Oll14axmGmbUwNGzb09QWr\nAdakLV682JcfKwGlJJaChO8ego2Yrpm4ntnO5WInFuJffvlFR16MNha4iSGyI6ygBx10kHYb\ndNXH+j0EjYBC/9JLLylYzwpZvvjii4jpI4AHXrxAOYILHpTprl27qrVr10a440U0ZkZeEaCC\nlFe3k5MhARLIdQJYG4E/yqZAUTAfyrHQG4qDLXjQxZ4s2BjW3GsFD1s1a9a0q4cijfU7pssP\n1hWZazqGDh2qrrzySoX9YRCNzhQXA7PcdS4udq6yePJmzJgREX491X104rluJuvgQVDWfWE9\nVlg/K+ligLVn9vo2KM9DhgxJ6BLxWGURbRIWStNihIvA9U4kmmKG78acOXOkqvMIC5isqYI7\nnms9HcLb22MYMWKEs79CyTRftsic8TsLa6LpdgqFEi9tEDQDCig+K5T8J0AFKf/vMWdIAiSQ\nQwRc64jwBtp04zruuON8b6Rd08MDmFiR8ND7/vvvu6plPQ/KnCkY69IdViURPLhfccUVqm/f\nvsreUwaWAHmwl/qxjlAgUxHXQ3SuPzBBIYdlAQJl+tFHH00FUU60Na2WMmCsFUpE4okeiTDi\nsBiJRUj6NxlLsBApM4/43rssTGadChUq+F4ywApiymOPPeYMix/W0P/m2DN57rLUQ2nquWM9\npy3y+7tq1Sp144032sVM5yEBKkh5eFM5JRIggdwiMHPmTO3rjj1+4K4lio3Mwg6wEI+y06xZ\nM8/qhD/uSIdRzDU9eHuLiGqyV1Gs8eKBNtGH2lib6sa6pkshsyNhxeojbOWw2pkWStOiF7ax\npmM8sLLAZcoWKDOJCJSsWN8rsMT32f5Om5HzYgV6gIUomiDUOJQwCL7r+++/v1d9wIAB6v77\n79drarzMnSeuACl2nXxOu35HEcY/1ia9H3zwQT5j4dx2EqCCxI8CCZAACWSRAB5Ou3fvrt3q\nJk6cqM4991zvYUeGZa8RgUsX1iZEk44dOyqsOYC0b99eHXXUUdGqZ63MtArB3e6jjz6KcH8K\nGpxrI9mgupLvWncgZfEc99lnn4hq5qa9EYU5kIHPijxUw4IHa10+C9zrTIVQ5upyuZKyoCO+\nu9Hk5ptv1sX2ZrQIBCASa98pUX6kPo5wlzvvvPNUrVq1IqLwmcEHhg0bZjbznRf6GiRzHZgP\nTIyE7aoYozqLc5QAFaQcvXEcNgmQQH4QwNoAM4yv6V4mM0QdW2IpB+hH9lvBG0/s1xI2wbxN\nVyOsN0okohwe5hOVZKOVyXVc7lBwccplgSVEXDvxMJ6oVS4X526/dMAczO8I9sLBi4V27dpF\njWIGq280EUuRhBWXuubmvAgIEE1s6xPqYn+k/2PvPODtKMr/PZAQakIvBpX2Eyn+BRQLiEqU\npnREAWkWRFAQEEEUBFGEoAJSRUCKhKZYQAWkCYIgSlUJEaT3EgIECCSQ/PNdeS9z5s7s7in3\n3N1znvl87t3d6fPMnt19Z955RwMqoepemI/WzKTc1772NfeJT3wiOruUStNL/lLdbcUhILVC\nrX5pEJDq12fUGAIQ6CECoTU603X3mxhTC/OtYvlx7fz444+30+x49NFHF65laEjQhQuN2Puj\n9uHC+aIqaBbAT18UX+G2x1KZuLE4Mgzhzz78v//3/2LRauWnNUh/+ctfsjrr/uv1GSQ1NGYS\n3xeeNZM7adIkd88992SzurHfZZlOHjduXBbNv2fkISFUecvtueeemWnp7CLyz4RXP0jr3lKq\nkH/84x8HouYJuxLeZABCFvxabd9AQTU70d5T6pNwX7MyzRB7qUXHnPpUs4pa33TbbbfFouBX\nEwIISDXpKKoJAQj0HgFZa1t//fUbGhYThvbdd9+GOBpRji0y9yPFLJFpLUKV3KhRowY20JSg\nc/LJJzddPc1A2Qh7uFbLz0wzbp/61KfaNlah/jn99NMzK4IyrXzmmWf6xdTy/Mknn2yo9/33\n399w3YsXMcHWrNJpVsaftZUBi9SsQUz9zeclFVq52CyjbyQhHCjx84jtWaTZ11TZ/syq/Tb8\n/MJzCUe+Vb0wvNeupcqr9Wa77767a9UCpdZ9xZwMPGgNkwYdNt100wZreLH4+FWXAAJSdfuG\nmkFg2AnoQ8Fe8MNemR6swIYbbuj89QJqoj+KbU2WOpA/UxJT87K4doxZaIotTLf43T7qo0wf\nnVJjkltuueXcWmut1XQ11E6ZSdaIbt5id30ohrNqTRf2RgL12+WXX54JR62MQLda7lClCzcq\nDWc7hqrc4cxX6pyhsxmZcB3WV77yleQ+Yj/4wQ/CbBquzTqgrfHyAyXQa18uDZKEpv39eOed\nd55/mZ1fdNFFg/zMQ2uaZK1Rm0mXNSjgq/laPlU7ahNcqSpqP7TYBtNl6xszzlA2rcW77LLL\n7LTh6K9rkgCr9X11N+LS0MA+ukBA6qPOpqkQaIaAvWC190MvjJI30/ZuxJ06daqbPHlyYVH6\nWNNHuPpAZq3f9773uVNOOaUwXUy1Zp111ilM140IssolgWjZZZd17373u7MiJeQcddRRLRWv\ndUtjx45tWMsVZtRvKkRh+/OuQ3XNfmAVGyzYeOONs9+ZTDlr1lazjhJi8sw6FwkgJiBJfVT7\nl/lOal6bb765u/POO33vQec33nhjg5+EqYkTJzb4hRfa7FdCT9m+bHUmJSx3KK9/+MMfut//\n/vfZINJpp53mdtlll6aL61Q7YwKqBLhwTZiur7vuuqbrSYLhJ4CANPx9QA0gUEkC+kAwPfeD\nDjqIUbAO95LUa4rU5FSkhCON6Gstg/ZD0YvZt4CVqtZKK600KEhCky0aHxTYRQ+ptpjKkn1A\nqvif/exnbdVCH6FS2wud+NlMVRjGtXNS79Ishu5H/e200049j+UjH/nIoDbK4puEIRk20Loc\n3Zsa/T/iiCMGxTWPovvKN+IQDlrsuuuupQZJ9JvVx7c5CQlFrtmZ/3POOacoy2EP1ybNvrvk\nkktcqB7qh8fOU7PIzc6axtQbNUvtqzda+WX2y7K4HKtDAAGpOn1BTSBQKQK+WkDZUchKNaDi\nldEMkqn05FV1n332yQtOhmlWwFfLU0Qt3taMzXCa99XId2pjVf+eSzYsJ0AfOZr51Aeu2nnY\nYYdlH7qf/exn3fjx43NSEnTGGWe4CRMmZNbRvve97/U8EJnfzhugePjhhwcY6KP6kEMOye6t\nAc83Tvbff//sTLNN/poieS47e4ZU69TMhXtoxT6yLa5/lICkdW/mzHy/XXfi6A9UdCK/ochD\nG2SHTuuz9Cwt61JquM2+42ICqJ65sdnG//znP2WrR7wKEUBAqlBnUBUIVIWA1sGEH+95C+Cr\nUu861aNIrcbaEjO2YGFFx9hopj4mZNFuuFxsbZTVJRTozL+Zo6zMaWRZawS0T8xvf/tb96Mf\n/cj5+y01k1+/xNXot2ZVwvVIvdp+zeaEz7i8tkqlS2uRzHS+xbWZBwnkJixZWCgQrbfeehbU\n9NFfh+SbCG86o0SCmKW8RNRh845ZoJS6bjMCo9QnY079GPZXLJ75xYxuKCy271Qz95nlz3H4\nCSAgDX8fUAMIVI5AuJlmJz5cK9fIYa5Q2Zdm7IVbtuqxvZL0ITBcwoKsOuWN9soCFA4C3SAg\nwycxS3ZWdji7pBkG/WZlocx3NvOg35V+b366cK+lTTbZxE8aPVcesYENUyWT6fF2DBREC53t\nmbLKloo/HP6p/aJk6Kbs7PO9994brbqYy8pl6GTMQ0KxZr79fpkyZUoYNbs/1D+hM1PvoT/X\n1SZQOwFJHwupKdJqo6Z2EKgPgXCz0tiHdn1aU82avve97x2kAherqTaqbNXFXuKaKfjmN7/Z\napYtp9Oodyh4h5kxSxkS4XqoCEigiS20t/JSAxjh4IIJSPpdybrhYostlglJGlQKjQjotxyq\n4Vl5dpSq2wUXXJAZZDE/HVVfud/97nfZsdP/wmd+p/NvNz8JpnkqieH6pFR5eYN9Utdbcskl\nB5Jq7dCaa66ZWdfU2kbfAIPOzUCHjG1I2JYRndBpDenb3va20JvrGhColYCkhYnHHXccAlIN\nbiyqWG8C4ciqLD75+4LUu3XVqL3UGGN67H7tNGIaG9X04+Sdv/3tbx8UrBe7VM667cqYEeYe\n63av9Hd5c889d9MAllpqqYY0JiBJgJGK1vXXX++kDqd9hWTowXda15Q3g6q4+oBfe+213X77\n7ecnzazRyXx3bNDDIsqaYztO6/R8IaCdvDqdNmVcwcoJt0swf/+ovkqtf5RwKyMv6qOTTjop\n4y9T/mbhMcb2u9/9rlOfyBCHLJLGZrFCgdqvD+fVJlAbAUk3oUzb5kn/1UZN7SBQHwLaZd7/\neNBL84knnqhPA2pQ06KNGfWybtVAgzU/NUKuNTrddh/84AdzR1I1Ap9Soel2XSmvPwhIqPFn\nDKzVWl/iq8qZv44nnHBCpnIls/sSdmxWQ/evnD6k9fyM5VvGrL/tqyUhyXeyYieBSwJYyvmW\n7lJx5B+z9Ch/DUAvs8wy7je/+Y0uK+PE7YYbbsitT9mBJJuJCzOzveXU75r507PX+sLiWh/b\ntWbdtGYvzzIogz5Gq37HWghImur+/ve/77T7sVQwUjd4/fBTYwhUl0A4GBHbN6S6ta9+zaS6\nkef00pXVuXac1H1iKj3DMUos/X2ZNY45bRArgXHZ2Va/cBDoJoHYon2pSq277rrRaug5uOee\ne2bWymR0wWaBUzMT0UxyPO37JpafZkDuv//+nNTlglLW1pRaAp/aV0aYK1da+7HKCH4yxlLk\nxHbbbbeNRitjDEeDPL4z4dj3C88fe+yxXFXOMD7X1SEwsjpVSdfkrLPOykZlNEIgU6QpJ7WR\na665ZiBYU5tKWwVni/v0wYKrFgE9NDUyFAoE1apld2vz6KOPZnuA+KVKH7vb96+N2El1xVRZ\n/DrV+VxWo/QhljIBq5evrDa1y1wv9XDneH1w6AOszEdBHmP1T9n6qT0yrRxzUlWxDWNj4fg1\nR8A+sjWg6M8EN5dLf8TWd0K4P5HM4MdmgEIiUseSapac1sCcf/75bo899gijDVxLoNLsVJ5B\nBKnF6jfVjEW1gQJyTnRP2H2h35vqqTU0sZlsPWvVFs1WyUKcNp0dTieVtyIn0/TqC22knXIP\nPvhgpv4Yhuvdr9+KPcs0i2TnftwLL7wwmwVvdoDp5z//ObPjPsgWz+17wNQeW8ymtPXKygtI\n//73v7NFidoDwH7cKSh6yPm7JEsf1ASTVJpu+1etPt1ufxXLs/uKvnmzd8IXgNS9NMrfbWd9\nYw/Gbpc/lOVpQOeee+5JFqGXwCc/+cnC514ygzcCZEEpFJAUNHbs2I48H8v+bvIs1GnwS89v\n6++iNhFejoB+NzDNZyUhIZzN1Xq5MrMWylmDSeZkXW6vvfayy+hx8cUXzxWQjjrqqOx3qd+V\nBJMTTzwxmk8znlIVk7qthGUZ3Fn2jZnaPINXP/jBD7IiZBxB74N21X3z6ivjLXo+aHbuJz/5\nidtqq60aoudt1OtH3H777V3KSp3i+XtJWToJR/qNSHj1n2X+ucXVbFCZWSOLb0e1TxyLNhW2\n+FU+SmVQBne0nULK1PlQ1d+eZXZstZyyfVhpAUkPKKnW6YGjh0qR0w/aftQW1xeYzG84jqq/\nXlZmqnM46kCZcQLSx9boESpkb/KRHr1G47THhNxBBx3UsXv3mWeecQceeKCT/rZUOfJM30o9\nTC90jbiaKsubtaz3mRYA5z2o9fzTi0iCTDsuNRKu0W8Jvu24JZZYwklFSe24+uqrsw8NCWQx\ngVYj0ikny136MNKGrrj2CeiZphlffegXGQVov7R656Df19Zbb51tkOu3JKZ654frXLM8/uyT\nPqqL3vESVlKzxho00ayu5VFmQ2f1tWaaZSggNOxg9ZVhCX+22PIvuzmsjE4M5W9T5v+tTp/5\nzGeygSPfKEI4YGftCo96p1g+fpjeH+rP2DomWfRcf/31nWb0lVastKxD76nQ6R3UqiaDTIWv\nuuqqYZa1upaAKEFS943uO61lXXHFFbvWBn2n6TdW9r5NVUx56N1V5Cq9Buniiy/OblKNfuom\n1p8e+DKB2YlRlSI4hEOgHwloRFQbIvqDC3lqC80y+ta3vpU9WP/1r3+53XbbLbMC1GwevRA/\nJbhY2zRKVhTH4uYdZf0zdMr77rvvDr1bvtbaIhlY0MasundiLk8YVHxUwWLU8OsGAW0qHLqi\n+1XxpXLlj2an1tj5ed93333+5cC5ZjI+8YlPDFzrpMxvVB/zl156qdPsiV8XPyMJTzG3+uqr\nx7wH+a2xxhqD/DrhIS0fzbr5Qo0EkJtvvrnl7FdZZZWGvar0vtFsh2Zvwj2s9HzV8+od73hH\nqfJis0plEqpN4fqlMumqFkfrvDTgontOA3gTJkyoWhU7Wp9KC0i60XfaaSeno/3pBtWIz7Is\n5u3ojUBmEDACX/rSl5wGJ/zRy7IjeJZH3lEfCJafXui+ikpeul4LCz9mQmMKeqmWGcUu4rJu\nZLG58g4tNBXlkwrX0QKUqgAAQABJREFUoJVGEjW6qj8JZHqBhi5sbxjezn5PYV5cQ6AZArH7\ntUx6fdzrt2SujAGFFVZYwaJnR830SYDRGqZQZUmj9EVOgpxZUbP1UGGaUPCy8J/97Gdu4YUX\ntsvkUYPSQ+E0a6z1OaHz9zSKmTXP46IZPa2v0jvmkEMOyV2H3uwzp4wmU9gWXeu7dYMNNogF\n1cpPvxN7d6vieeqMtWpYorKVFpC0aFeW6/w/6eV/+MMfdhtvvHGiSXhDAALtEJBeejh66n8E\ntJO30voLfvWx8J73vKfdLGuZ3hdA1YCNNtpoUDskqLbrPv7xj0ez0Oh3J9yWW27ZkI0+BkIT\nyVKJKLqHMJLSgJGLLhJYZ511WiotVNny1dhSGcpMuDYO1YCBBilkCOGHP/xhdMCizDoo/dZs\n9lVrbEL1VpWT2otHMyh33nlntslpqr7y16yBP8uTF7eZsEmTJkWfC/6zUSrWvrqdzrXnUWxd\npZUtC3waGDr11FPNK3oM9/uLRvI8jbPnVepUQkVqy4VSGVQgktTrwjVcsX2fKlDVjlWh0gJS\nx1pJRhCAQGkCO+6446C4v/jFL6I62YMilvD4yEc+MrAfzrHHHtu31gNDHXeNJIcuXDwehpe5\n/vOf/xyNFpYfjVTgqQ8RGdLxnUYZQxPB+shZeuml/WgN59IUSH3ENUTkAgJDQOCwww7rSK5l\n1phoxkZrkDQ7rMX7efd9uCltrJKhcPftb3+7IZpmlYpmbzXrWzSjPBR7p6Xa5z9TNODiz9xI\njVdrUcQ6FAb9hpeZ3dDap245qfrV2Wl9mzY3910efz9eXc9rJyBpX5DUNHJdO4F6Q6BKBGLW\nis4999xMRaBoFqCoHUqvl5IMBMjJ3Gy/Ol9VQQzCmTQJTO9973vbxqNFtLEX2XbbbZflXWaU\nOlYJfaik1kjFRlq1SNl3qtM1s7dlkCW/8ePH+0GcQ6CrBGRaW0J8u05GAjrp8iziSXDQ7K02\nd/Wd1tTI+I1mqWTwIKbC5sfXuVTW8ozlKI4M6+ivU04bj8v4Q8xJeJTqrpyeGzLPbc7f6sU2\nd7WwZo/hM7hM+vA5rTQy1lFkrMA35lGmnKrFue222wZVqeieGZSgZh61E5BqxpfqQqB2BFJC\ni15ovm54Kw3Ti89/2d10002uX3ca91XfJAyFQkWnuEhVWWo9+gi0kWR9XJ199tmZUKaPDAk7\noVplXv9q9im2sN3SxKzj+X5q6+9+97vso8L3t/QcIdBtAssss0zbRZZZg9RMIfoA1V6OsSUF\nUkmVsarYfj2ardCzVWt87DdfVG448xSLr4GyTjmti8pb+6U94rTefP/9928o0lfrKiP8NSQO\nLlIDPEG0hkupyskgjdTDNdgn9UgJD728j5vWuIUCnoTqbs7ANXRCly4QkLoEmmIgUBcCeete\nyuxWntdOmdYMX9ja4K8f3THHHDOg1iIrVCuttFIDhlBgaghs8kKbPcr4hgQjOfWBhF1bV3DV\nVVe5lCpek0Vl0d///vdno9daK6D1BMstt1zDOge9cP/yl7+0kjVpIDAkBLRepd3NWYdC2JcJ\n6thaGn9dTieA6HlTJCSaMYh2y9NgjD17UnnZgE1Yps9YQopmylp1sZn1orz0DNX2M9ddd52T\nkQsZ2BC73XffPTdpGWMYuRkMY6BpfPhVmD59etKsvB+vzucISHXuPeoOgSEgkLdLdWzX9Waq\noA/zUJUlVL1qJr86x9UInEaB9cLVSKZe9DLVK6cX9+GHH97R5ilvjcrKqazll19+IH+pPprw\nNOCZcyLVlLyPC1km/Otf/5p9POjDIfzIUdY33nhjTgkEQaC7BJadbRk3tY9QmZro97DtttuW\nidpSnM0226whXcy6W0OEFi7KzAi0q2atap1yyikt1O5/SbRe0XehVUA/LO887/mVly4Vpr2o\n8t6dvmpgKo+q+qf27ZKQ2O6eRFVts+qFgFTl3qFuEBgGAnkvyXZNcmvDvnDjSn08d8qi2jDg\narlIrQF66KGHMrOptnO8Nor8xz/+4bRHlDav7KTTi0zlyUkVSGt/bDRWC72bMXkr88Y2wpuq\noz6kNEqcGikuu/dIKn/8IdBpAttss03uR25eeVJ1a/VjPS9fC/vc5z5np9lRv69Ob24eM9DT\nUOjsi06oEbYzKBZaCtTeU6FWQljn2LWsIXfaaS2l1UXCsiwEauZIqoKaVa+rS1kY1fpVqRj2\nqkNA6tWepV0QaJFAaiNDZadR1nbcI488Ek2eZ7I1mqDmntovSKNv5mTNykbiZO1tKNQxtGbI\nN8igUUGb2ZHpdXuxW53yjrEFu7H4+oiTxamY014lOAhUiYDU1qT62orT+sqJEye2krRUmtjM\nTZ4FvFKZBpHGjBkT+Ay+lGGVdl2oRdBMfmEdZc5bA0vhHlJFeQ7FJqcyiiGVYs2OH3300dlz\nXJoCet7X0UlTQO+MmIVVtUf35JVXXjmoaTJdrwEwaSq0+nsalOkweCAgDQN0ioRAlQno4ZZy\n7e4GHs4eWTkyINBPLsahnY+GMuy0/iu02mQvbn/hc5m8wo+UVBq9QGPmvTUiqVFVHASqRiD2\nLAr39UrVuZ31MKk8zT8mANx9990W3JGjBC6tVcxznTAe0876Sq3JCt1nP/vZzCBF6K9rmS8P\nZ5201qoZleJYvik/CRO2lktrlDSDLvPYMpxhA1KptFXy1x5fUhuUoCNhL+VkufHmm2/OgjXI\nJ+FQ/SErhHrfSHgtY3I9lf9w+iMgDSd9yoZAGwSa/agtU5Qe4OFHtJ/OVLR8v7LnsqT26U9/\nOho9T60vmqDmnqE1QI0yDqfTmgBTmfvxj3/s3vWud2UqfhoVj7lmRq5jZnERjmJU8asCgZga\nccxIQqyuzfwuYunz/GLW6k466aS8JC2FHXrooZml0ZNPPjma3rYHiAaW9AwtopVM5tZYY41B\na1gtbWrwTjP1Wjsra3gahNL+SRdccIElG7KjBof87QtkjVAb095xxx1DVmYnM/7mN7+ZaTWo\nHUUGfI444ohs5kyGhj71qU8Nsk647777drJqXcsLAalrqCkIAp0hoE30ZFJU5pnz9slopTSN\n7K211lrJpK+88koyLC9Awpz/sgjjSle7n1z4graZnKFkkLdniAQ2bRapfeY0Wqi1YhpB1MdS\nzDXzkpc579DJTC4OAlUk8IEPfGBQtT70oQ8N8gs9NHNQdqYpTFvmWvmHAym2V1CZ9M3E0Qyv\nb8TFT9uKypTWSh1yyCEDezblqXH7ZYXnefvC2XrKMI1Z+9t7772dZtykzh2bJQzTtXstleVw\npl0zLBqAqrrT+6iZWR+pzmvvLRtkC9tXViU7TDfc1whIw90DlA+BJgnIxKj2odHIjsxut2tZ\nLiz+pz/9aeg1cK21Mq04fTjkqTTU2eSzRkP10SDBooxlKe39EaoxalRzqJ2//igsS7OGkydP\nHqQvLkt0odNHWV5eYfzYaHE7M5Fh/lxDoJMEwnteH7qaeXjf+96XW0zeAERuwiYCQyMQ2ih2\nqJxmkcPyVNYll1zSVJF63q2++uqZqXINksVU5DQop1mIIpdnICK2hrLTluqK6heGa+YxrFco\n5IZpqnDd7PNZmicy+pNyErj8/Q9T8armj4BUtR6hPhAoIOALGhKS/OuCpKWCtVYl5fLMmKbS\nyF8jkhtssEEySuylmYxcsQCpnEhA0qaMWqRb5CSAhuqRH/vYx4qStR2e92LWfXT11VcPGIqw\nwmIGFlIjtZamzFEzVDgIVJFAaG3Mnofnn39+VGCwNsSECQvr1FGm/+03qWeGNlsdSqeBKwlK\nvtPgnDYNL+u0mau/9iamLSD1s5133jlbu5KXb94MktKFA02yzjmcThbe9Gz1nRnj8f2qdh5b\nI5s3O5pSxa5au5qtDwJSs8SID4FhJiBVBXtJaqf1opdGs9W99dZbo0k0Enb88cdHw8p4phYU\nr7jiirXZkVsqhjJxrZ3tZQVJo6NSN9NRf3r556khaqYmNlKaYl6Ga9k4RWolGjk3dRTLMzZq\nnrJEGKa1PGJHLNjFqOBXBQJaH3fiiSdmalhaP/eHP/whq5aeuVrPIkEpdBqkOuCAA0Lvjl9L\n/U+W8m6//fbs+RPOTnS6QOX/gx/8YFC2zZjIjmkHhIN6JkQcdthhg8ryPTbffHP/ctC53o3G\nRM+j4447blCcbnrE9np7/PHHu1mFlsqKvY/0fpNrdVZOgnLeLFNLFR3iRAhIQwyY7CHQaQLa\n7HPNNdfMspUut/bM6aRLWSmSFaVx48a1XFRsN25lJl3n4X6RlW2UBERt+Cedalkluvzyywde\nyMpjlVVWyd1HJSVcWH+WrUcr8TT7t9BCCyWTKky7o/tO1p+0fsBXjzDh3I+nc/vICf1j17Zh\nbSwMPwgMNwGprmldnoSj0ApjzBiAZo9iRhSGoh1aJ2qzWkORf5jnf//739Ars1BWdhbJLJz5\nmfjvmAMPPNCNHj06C9YzKk9VMewLP0+da8ZIKufnnXdeNnDVTU5hXXQd2z8o3M/K0mlmSay6\nsR7VyowdtSfhQQcdFAvK/Jp5zvuZnHbaadn3Q2qg1I9blXMEpKr0BPWAQBMEzAqahKNwZ/Em\nsolGTX3ESy1Ke+m04vSRnZpZ0axKq2ubWqlLO2kuvvjiASt/qrdMmPovjKKNG2UIIeaGYt+j\nsBzVM9UHivuLX/wiW4fkp9MaN1le0hoBM6ygusbU7D7ykY/4SZPnGiW2Ud5kJAIgUFECUjUK\n79+8gYeKNqN0tdZee+1o3LLbEsTUtfxn5g477NCQv/Zk82eYxFbPHKkm56kJWyYSorTpdewZ\nZXG6dYwNJp1zzjmDite6LmlSbLbZZk6DR1oPOlxOMz15zu+7vHixMBlx0DuzLg4BqS49RT0h\n8AYB6XP7o0zSCbfp73YhaUG9ryriv/j1YNQeGSlLNXlla31OLzjtZ+E7bbbqu5iJYD9c5rRj\nLtSdj8XphF/4YefnKRPFoVWsxx57bODe+tOf/pSpEMoqnR9Po6Rbb711tgYrtleLX4YErS98\n4Qu+F+cQqBUBqRhts802DXX+xz/+ke130+DZIxfa0yc2c6NtG4pcmQ/9cIZKbKXi+OUvf9np\nWSOVQqkuF6nXFdVlOMJjz/W77rorW8um9WTmvvGNb9hpNoj19a9/feBaJ/7ztiGgzQsZ25HB\nIF/tr4xg2Y5aPzNIbXYaySEAgTQBqVj46z00kuePuKVSSvjR+hepNKSs1EjFyheAQsFLsyb+\nwzRVVui/5JJLhl4N16FVt4bACl2UeVH5/PyqSz9ewmzoZLwiNUobxm3nWsKRFg2nnAQkU3Wx\nOL4gLgFZccI1BVItkoqkwo488shBo+uWl46ajcJBoO4EwueAfhvaN6ZX3bHHHjuoaUWDQUqw\n4447DkoXesgqa+g0k6LnZWgwI4xX9WttFBtzMtIjAVNrubTHUGjpU6bItZWH1o0uu+yy2Wat\nEkryrPjFysnzk7aDrAvKsJDy/vWvf52pU9900015ybIwGSUqO4MYZuYPuoZhVbtmBqlqPUJ9\nIFBAQA8n38yyHnRShSpy0n3WxoKyGKQXkISd0MmSmb8IMxbnN7/5TZgs91pCQUwP3U8U09X2\nw6tyHuMR1i0mhGjdUmyzybe97W3uzDPPDLMYsmtt4pfa30Qvbe06HzpTa9GaK61J8u89xfVH\nSWW8Iu8FG65xCsviGgJ1IKDnZOj8dXphWN2vtQFo6GLqY2EcGZMocloz1I7aVlH+wxleJERo\n/a2s98WcaYbYM1MDk0cddVQsakt+Enp9i3rax0hraMu846TyKDXGlJOwpbVMMVekZRBLM1x+\nCEjDRZ5yIdAigbPPPntQyiJDDRqh0otIDz/NcMgsZ2iaU7rRmtr3Z0BCc9QqWKNbzbj99tuv\ncO+MvE1kmymrCnG1Tsl3UsvTrF3MFVltiqVp10+6/L4QbPlJ9z/W3/aC1gyRXPgxE24sLCEq\n5VIzl6n4+EOgigRiwoEs3vWq00etPp59J9W4cCbND88L8+NpZjtP9dePW7fzcDApVv9QSyMW\nx/w6qZ4WE/LDZ7uV6x/17tCmxbYm1Q+zc1mClFbEO97xDvMaOGpwti4OAakuPUU9IfAGgXBf\nCnn7I/+xB+611147iF9ojEGWf8q4bbfdtky0gThlTHvKlGxYn4EMKnLywAMPlKqJqRCoH6R2\nk7cXh8z2dttJzU0v2nAxrmb58lQ4bKbr3//+d0OVb7jhhobrvBHIcGf5hoRcQKAmBGKj50WD\nVDVpWrKaMjDjq0prwO273/1uMn5d1KaTDehAgNZPddLp2au1WJ0QlIpmt1L1ts2JY9YclUYq\n11q3JifDP76TcGXpff+qniMgVbVnqNcAAY1q68PNn9kYCOzDk6OPPnrQiNuvfvUrp4XC0mmW\n3rJUt6666qoBOrGRrM9+9rMD4Tr50Ic+1HAdu5DOcpguFs/3Sz0Q/VFDzWZJ/a/KThvClnEm\n6Gm/FM3Kxaw4KR+tGwvX/JTJvxNxtIYt3ONI6438PgnL0eJivZhDS32hud+89XDh4vawDK4h\nUAcCU6ZMGVTNXl9fp9//k08+OdBuvY+1L1ToZHxAs8if//znw6DotanwRgNr7imLdLHZ+naa\npfe8jOK046QVENvrqEyeRerw55577kA2EpRk3lszkDpvtcyBDLt8goDUZeDtFCd90diHbjt5\ndiOtRpSlYqTRcq1jiM1wpOqhERgtVtTH+3rrrRdVAUqljflrClkLyrfYYguXWkAZS1clP6ku\nhFPhsvKz1VZbZXsKqa5ivs8++wxUO/ZCD++lWJyBDN440aao2gOoGRezdiS967ANqTylEqYN\ncWUetJl7J5VfK/4SHsquMRBX7Ysi9bk8oV7CU55A0ko9m0njj/RZuqI+0cePfoe+i6lapKwc\nDfe+JH69OYdAqwRi+3itvPLKrWZXi3S2tYRfWQlMp59++oCXBof0vM977g1EfuNERgh61ekZ\nKwGh00KS1idpY+9WXdGa4Lx8/a0+fM0VSxNquHzyk590mvnSprl1e/4jIFmvVvy46667Znby\ntYla3T7sf/nLX2Yj6dooVGpcsTU0KfwyOW26zJMmTXLh+o5UupS/6qKFjlIP0Mee7ZKeil9F\n/9TDNlRtsmsJFb5JUWuT9Ih9d8EFF/iX0XOVrRGssk4jVTJLHjoZCtCmgL4LVbcUduWVV7qv\nfOUr2cJ/GaeQZaPhcP5HQFH5EpA06+lvhhim0SxL2X2DwrSdvG7296R6f+1rXxvou913393F\nVC5llCKmhqTZTRwE6k5AazW1H5Lvhms22K/DUJ6b6rBfhp7t2lRU71W5Viychqq+fv69cL7R\nRhs5vbs67cpYCEyVmbdO1E8T+9bwB1bXWGMNP3q2X1WDR80vEJAq3oH6yP3jH//Y8CF/6KGH\nVrzWjdWTCo6N/OuDWbNJWqjn/9AaU7x5Fa77CNV53oxZ7kzrYcx0sdiGezCUy2V4Y5VV9Vp3\n3XWzimpz0NiIXmjNzASqvNYpTihYpeKrTO1lEXOrrbbaoE1LJQCHLtxUTzrNZepp+eh+014a\nGvWKMbB4RUcJ1J1yeulcfvnlncqurXyaNY6he0p7dtiGs/q4iQmCNnIaVk79gYNA3Qlorxh/\nw0upD/W6+qi9T2J99+1vfzvzzjPgE9tfR4YfwvdQLP+6+w1FG+0Z3Aqb1Hs5zEuWb0PnW6EL\njfrY2qMwTV2vEZAq3HManZHZXG3OGbpnn3029KrstdoQfpzecsstpcwbhwvc290szp/NUJ1i\no2KVBflGxUKhMVVfe5Cl1Kb8GRtZWgv7SPlKFW7TTTdt2GfJn2JPlS1/xdPmoqGTNbTY/hax\nF6hUB30n4Uhre4qchG+1SeufZL50l112yY5F6VLh9913XyqoaX+pXFRFHUdr13yXp/KnEXOZ\nCffvPwk84ea5lp/6U6On5saNG9dzI4zWNo79R0AC0Zprrpk1PGbav9eI5BlY0fNWA4+pZ4FY\nxGaKPvaxj/Uapmh7QrWzaKSIpwwp5BnyKSvohFlLVb7ILb744plV2zCeb2o83NLB358xTFfH\nawSkCvfaNddck+0gHaui/3EbC6+Sn4Sh0OmjvYyVG21sKoMDcnvssUe2aVqYl0ZSNLMgNShT\nx1McPbT/+c9/Nsw4hCpFze7pE5Y9HNdSsyzjNIovJ9XGmJNAZLNpobUZxdcHsVRJdtpppwaG\nsogXjhzF8pfVo5iz2Rirn8WRPntonSc2q2TCihaDymCEjDv4wp2EMgkgmqXSeikJVQovs1eU\n1cWOtk/Ef/7zH/Nq+5gnhLSdeZMZmOluS5YSphUutQzdLx//+MctupOJ77zRUf0mpe+uPg9n\nAwcy4QQCNSQgVXF7t+22225JYyw1bFq0ytqzJ89pZjzv3aT1KvrYVzw9A5edvfZIKvT94LS5\ne2gmvajd2h5D70MNYmkz15jTO7ad9USxPM1PA5EaZNUggL2zZL5bA13m1C7fyYhTLzkEpAr3\npqy7pNSJUvuqVLE5KdPBEgC1DsP/uA3rrxeQfeBLuInF1UeyHrTShTY1AP249bDWCPZyyy3n\nzNxmmL5VU5dhPbt5LUGxjDPVp7/85S/R6FJ7lKU7CZX+qJBFFkONIoUPQQkNZR7Kxtzys6Pp\n6su0d+hOPvnkzMv6KfbBrlk/7T6+//77O91Dykeb35qT6VkT/MzPjo899pidJo8qU8K1ZrlW\nXHHF3Jd+MpOcgNjC1pzoQxqU4hQrVDNH+o355uA1Emkvz1ga+emlWlbnPZUH/hCoGgH9Duz5\nVPaZWLU2NFOfIvUpvWdjz3QrQ6rZYia1Xv3p3RNb42Lxe+2oteNipPepZn6k1RBzO+ywg7v0\n0ksHjCxpoPInP/mJ0z51MaflCvqTtoWs2ErwzFur62vRWH6hpVnt82VaDhrY0rt23333HaQR\nonrZ81/PeVO1tHzrfkRAqnAP+rMhYTVlxaQuLjYLYHXXGqDYx7mF+wsRtclkaKBCMxm+dZ1H\nH33UnXjiiQ1TwxIEZHlLJklDE5XNGBywOg330dd9z6uLrL+J3/e+971oNHGRoYTJkydHw/XA\nk4upTehB7zv1TXi/ypJb6PwXYkx1QEKZzE/rZZx6yGs2QpYIfSHK33DVHthh2bqOtcWPJ+MC\nKlvCtZnrlrBU5MIF23nxZZWxKs4Ylq2Pdkj3ndiU4eOn4RwCvUBAlhrtfSJBKbYpZi+009oQ\n+7C2MB1tnbHvZ+fipNkIvW8kAOi9FNts1+L34lHvQ1me04Cx3m3+TLzfXqlrSvshdHmD4hqo\nkll1zfJJ7fnUU09NmtT2BxOtDAm2NnCnd9mFF15oQdlWFHvttVcmIIXrj9dff/1slkvfYBo0\n9d/vAxnU+AQBqcKdl/fAsdmBCld/oGrhvikDAW+cTJgwIfTKrrUBpY3QWQQ9PHxLOaauZeE6\npkaxNGoVGnnQR30ZfVw//+E8V7/bjFqZevh7IcXii0dMfUwPOo1EyZmglF288c9mgfSBrdEr\nbRqn2RbN5tnMkYTV0PkbDaZMfiqdZk71kI85rb8LdZ8lKNu6vDw+GplLObHVSyjvd5dKG6oL\npuKVnf1Lpe+0v33gxfINZw5jceTXy/uYpNqMPwT0rJBFRz3/NLDT67OkenabunuzvZ9SEWs2\nn16Kr9kevTN9p3spz6We19IEsAE9S58yQCXti9BJK0PvVH0vaCYqtE4Xxvevtda0V62TIiD5\nPV2x87x9aUwNqGJVjlanaIQ5tZ5F64dCp1EszTxYmpRwFabT9e233x7zrpX1oWZmKqKNDTw1\n4hQTEP2RotgGiKZmpVk5U7fTPSmVN40qSVAKDSyoaF9HuRVBRHmk9mGSUCeVzJRaqtLG2ip/\nueeee+5/JwX/JTiGm+qmZrssK70M9WKqmgpC3qJaLarWSzZv41eFdfqeNGYcIVBlApoNkdqR\n1ILXXnvtKle1Y3Vr1Vz197///Y7VoVcy0vvq6quvdvqG0Ro2Df7G9gz025tSs/Pj2HlqaUM4\ny7PUUktlSfQcl1qdDX5aPv18RECqcO9rc8w8ZwtE8+JUIaxotitlHSf1A9eHtRY8Si8274M3\nbHs4G2XhUlfMm3WweFU4Sue3k04fwbEPYN+6UPhAVfm2uD8m/JqgFKpvKR9fQOj0h7XMeccs\nPvq88sxMX3LJJX7U5LmECgmIMnct1U2NHqdmwywTqVPENpe08OE6rrTSSsmiNSKuRcJ5AmcV\n25RsEAEQgEBbBPQh36yTyjOzzHFqeifqXXvwwQdnqodF70R980h1voxLDUD6g5/KZ/vtty+T\nXV/GQUCqcLdrgbx2IU45rbWpgysSPj7xiU9Em5H3MauZJI28hNPK0YxKeGom5amnnsr0dxVd\ns3fSu9VsgaaPY1beSmTb8ShmxKBTGcsCYGxmbYsttmgoIhSSbOYutDrXkMi7UHpZXgzXJXXy\nA1vW68zqnFd0w6l2804J3mUNdshYgV5ksvCn+0KGRooWMOfdyw0V7PJFipf6S+ofSy+9dG6N\nbPYwNxKBEIBATxAoO8vuN1YDZqH1WD+c8+YIlN3qRN+HMcut/rtIz3lf7b25mvR+bASkivex\n6aSGH6iqdmzkv53mSI/VFvm1k4+f9qKLLvIvo+davBkbpTY1umiiDntutdVWmfqXBCLNDkhN\nTOY19TDRSIys5LXycuhkNfWiSY0KlSlH+ssx3WKpxflO/fHRj37U9xokAGjdktZvld3/Q7NJ\nsXu4zP3RUJGcC6n0xdQBc5I0BJXdgNl/wVgGRf3i7wdkaapwlAn3mJP6kFyszyy+1igxMmw0\nOEKg9wnEjAeUaXVsD6Qy6YgzmECRoSE/hW+gSbNUWk8cCqtS/8bFCSAgxblUxtcEB5nXDfcb\n8ddztFth2dPXKLiZidQPSUJD0YdfXrn6gN59993zomRhssqmGQtfJUsLBlP76BRm2EIE30KP\n9Mpj5qBvvfXWFnLuXJLDDz+8rcxkvCJmOS409fye97xnUDnhIlvNtmg2JqW2OCiD2R4xVUr5\nlTVwEMvT99OsX8xohx9H57LQE1rck6pm6Bems2v7Tdq1jkVtyNsfxM+n2+cy7xrrb9uzI2+N\nUjN93+12UR4EINB5AtrkWmrFep4df/zxpddelX22dr7GvZejjCLkDVz5LdbegmKv5Rjqu9Dp\nm0txcHECCEhxLpXxNaFBo7XhqL5UfTrh9KET25FZphtTtvrLlOtbmyuKrx+wLwBI17lqH2Bm\nJS1si9TUuuG01qUdJ/OqZQRWf52QlacXom8+W9aMZPmmEy4mtLWSr9TeYsJLmJfWcYXW5L7z\nne+E0ZLXZg7VjyBBIqWfb7MxfvwqnYcCsur24x//OKuiTPGmDFDEBN4qtYu6QAACnSUgdSyp\nFWtvvU996lPul7/8ZakCUs+QUomJ1EBA75rPfe5zDX55F3qW52lq3HXXXXnJ+zoMAani3W+L\n4KVOJ1PKvsuzcufHKzrPW/gfMwlZlJ+Fp0bVUwsRbY8jzeYM9ahG3si41T88hvq8UgHU4nvN\n7Gk2b6jrnNqvKKxn7NrW/vzhD3+IBTf4xQQAqVb4AqssDDazuFN7hqTct771rVRQU/7+LGBe\nQrVD65W05sxcai1NTAjQDucxJxUGmabXzJqZRtfAhsqqslt44YUbqifh1zc/Gxs8UYIjjjii\nIR0XEIBAfxHQTEbqfa4BPRkVkDAVDu72F6XOtlaD5tq8tazTOyk2e2Tpt956azvlGBBAQAqA\nVOVSH3Gayv7mN7+ZVUmbrYb6/tdff31Hqpu38Wjq4Vem4NgCfm2Secopp0ST2+h/uCYmGrmk\nZ7ihqSXzrbSZX9ExFBaPPvpoZ6Mv+thOzSAU5TsU4RJojjzyyGwBpkxSy8KbXJEQpw96s1Dn\n1ytc76ZZh6lTp/pRkueahfjNb36TDJeAGdvfwe49CSmXXXaZ23vvvZN5tBKwzz77ZMnuu+++\nQcn14td6PPWvVPKs/bL6lrdIVmvYpKoqgUtqmjIIUfUNJMNZxXHjxg3iEeufTs38DSoMDwhA\noDYEYuuL9PyU8Ro9s6uqXlwbwEFFpclh78YgKHr5r3/9K+pvnlLZw8UJzDH7Q3xWPKg3fO2j\ne7hbYzqjpjKXVx9ZloqpL2lPkvBho1GadkYAZKEttt7G6qfR5WYWBVq64447LhPuQvUdrYOR\n0Ce1o3B9k6z2aQ2JFtqnrGtZ/uFRtvy1LkYftbqlJbxoEz+tpYgJatpNWrMpMsTQjJN6gfb4\nkdMou/9xrY9orWXRCHynHjrKT+anNQOTZ9FQ9dl5552zdVv6IP/1r3/tbH8DhZlL3VsWrg/8\n2AZzRemUXve4jBFIkDQDGzJ/fc899xTykCAbWjvUKNm2226b5avfsQxDrLrqqlbVto/66Nes\n4KabbtowO6aMpRLiq92pfP0OYkzbrsgwZyCjJNrZ3pyeCf59LX/NBvtGSvQc0qCN+rzMM83y\n5tg9AnoeqW96/BXfPaAdLKmXfjd6Lsa0DsL3ewfxDWlWzXyrDWlFcjLXgKeWP+i3rW1U2vmN\na6BTg5h1cKbm30571U59l5ZRfR9ZByjt1NFXo2knn3bT6uNfP7wy9fn85z8fLe7MM88c5H/6\n6adnIzWDAkp4HHbYYbnCkbKQGp9mHezGLJGt09olmUAOnYQtjb6LQewjTD9UbbgXE440q/H8\n88+HWWbXmmHQhmsSSv7xj39kD2t9cKuclICkj/Zjjz02a1dZPWoVJqtfElrUvnB/J31Ev+td\n78pmG2QpJmYxLtqAhKcEO6nw6WEQ+whVn9iDQgL1d7/73Qa1p9S9Nn78+MwqX6xYfQSn0vnl\nxdLKBLnt3aU1ZXoIaZZBi0SLFulqgzpfQFK7NZMhFVMJvroPdf9I713CXxmn+mpW79FHHx1k\nuUfpVT8JYMbQz1PCZsih7O/Xz6cO5+EghtbahW2Xiqa/79rGG2+cxZEAHMatQ5t7vY7SNtB+\nJ/r9lJ3p7XUmVWqfntd6Joa/vSrVsWxdUoPQdX0uaBBMwp32R6yq03fSxIkTs+pJ08jOW6mv\ntkqJaY20ktdQp5Egp4Gf2DdiM2UrjzICEip2zVDtUlzp7MZczL9MJ8fykl9ZPdZmVd5805J+\n2frAlAlpuZjakTamTBl20FS9Po416q+PaS081EyFZr80kq0XjsL04PDV6lKza2alS+uv9CDU\ny6pozxdri9LoI/1973ufeTUc9cJIrdvwI2rqWzMYKeMPUktTXjHhSPlIsJOxAe2uLZUuqceV\ncRLyUntP2ehZLJ+YIOHH803AasZLa+bKCtaaWbQdvNWXKbVPWU7Kq6NfH6khaBYoph5m8WIP\nWtWjnd+V5V2XYzgrF7vftIbAuIurBnxwEIAABPSxGa43bmWNLyRbI1D2HRvLXVopdRGOYvUf\naj8EpKEm3EL+sX1WlE3soSM1sVY3S/UXYudVM/WxamlUB6mzmbpabONRxfVHmjQCHbqYapfi\naPRaI/r6OH7wwQfdVVddlam5ldlkdN111x1YP2LlaVZD/qEruwmr2qGF+Hl7AEnQMzWzsBxd\nS8DacMMNM+FGwoSvvqRwGWS48sordRp1+kjV2iJZnDvwwAOj90Y04Rueqbq3+rCUECLVwlad\nhFPNzKlvZU49T5VNAwVrrbVWJoDlrUsyga7Z0bV2Xjittn8404XPlZi6xRe+8AWn9VdyMkii\nmTccBCAAAREILaxqk3VcdwiU+Q4Ka/LHP/4x2yA+z3hDmKYfrxGQKtjroVUpq6KEilBtS6O9\nmkFpxWnmoYzzVZ/C+Jpd2nXXXbOF7HoonhlRA7Q0EgjMaTYoNdNkceyomaJWR/Q16i0BTjNG\nWl8jwwWhNTorR4JKKDSmPpZvu+22XCtuEqK0t5N9pKsM9ZUs9amMPffc04p1sr7mz3RpYb/2\npsn7sP/Sl740kL6VE6nfaOQvdHn3RN4MW2x2M8y76Fp9rNnBor6WUQcJmJph015dKSfVPDmp\n6zXj8macmsmnLnF1L9gHjdrum9u3NmjmVwK77k2pj4ZClcXjCAEI9B8BvV9lzOZzs81PH3PM\nMYO2Ueg/It1rsb3nypaobwd9R0o9GpdPoOeNNKRUtvKxdD7U1iAVWRFTyRpFt0XT+ljUR/5m\nm22WGR6QkKSPc99JQPnu7PUnzTqpzWgtjjlNk2tkXnrrqoM5rfFJCWFSJfM3dJWaV8rcsmZ/\nwo9PqdXFVHqsbB21hiQlqPjxWj2Xvr5GzbXGSYKN1r5oNksfgTLdfMABB7SadbYmSoKFZohk\nwS9v4aoWXUpolPWf1GyaKiLBJk9oLVtZzQiE66jyDHZIpzzcnFjszj333NIbBpatm8WTupte\nAFKDTOnrS63ygcieYF/5ylecNliW0ws8nKWzMsKjVAPzrO6F8XvlWveCfp+xGaRUG1mDlCIz\nvP62BkkqpKxBGt6+iJXeS2uQYu2rs18d1iD5fDVg5VvQ1Vrs1JpfDS52yvqxX4dunXdyDVIZ\nAZEZpC71rEzpSkgys9362Eyp0mnEe5111slqJnU1fSzLKpuc/0PIPGb/e+ihh+y09FGzKL5w\npIRa16MZji233LIhnzwBRkKP71LCkYSsUDhSuiLBR0JbURy//HbPJXxoNkSCgrhrvY7q3qqz\nWRoJuHnCkfLXdLfUCPOEI8X797//rUPbLjRXLVW9PKcHigQzzTYorgxjyLKcBJThdNrnIbTu\nqPrYejedy3iHRs704VjkQi5F8XslXPd5M8JRr7SbdkAAAhCoKwFbT23113s69U4+4YQTLBrH\nEgQQkEpAajeKLHvp41eL8c8+++xsE0mNxEvlS7MLvrUUjfZJjcVcaO9eJolDp1mfZpxmiLRm\nKHQmUYfGB2IGFSQ0feMb33DaMLTISTA89dRTo9HyPlg1g6OP8OF2G2ywQctV0OyXXJHQYwUU\nbb4pYbHVdUJWhh1lylrCgPpdM4GacSlyEvgk5EsVTzNQZQ1DFOXbbrhvktvy8jcn1KjaoYce\nmpl8D39TFt+Ofjrz4wgBCEAAAhCoGgENDtrWI3ofSwsl3NtOddbgd6gBUrW2VK0+CEhd6BEt\nOk85rVGR6pXWUugm14I7Lb63adCTTjppUNIPf/jDDX5HHXVUw3XRhdSOfIMJFt/WPmmxvVTL\n5PRhKZ3i0GlaVzrHRU4zDVp8H9bZ0uUJd1o7FFrHsXTdPO67774tFyeB2Fi2nMkbCfVhX9bE\ndZmyJID+9Kc/zRZrSljq5kxdmfo1E0e/GV/Y1j0cWmdTfoojoV7r4WJrnbT2SwMXOAhAAAIQ\ngEAdCEj7R1ZxtW5ZGkixdbdoBzTfkwhIzTMbkhTaO+ia2QYPQifVutAUcaiqFq4jCfMIryXc\nxJxvutf2YpLwFhouUFqt50itCfHzLpqVkE5sypnVrFR4t/yXWWYZt80227RUnExxd8pSjFQp\ntT4GN5iAhD2ZOtcskXZ2v+mmmwZHesNH+v9nnHFG9jIxk/C697X5noRyHAQgAAEIQKBOBGRs\nxxeC/G8raX5oEBHXHAEEpOZ4tRS71Y9rK8xXwZNf+JHsqzlp/Uzex6HS+5bVdC2n0XZ9ZJqz\nxfpS94stbpdqYCwfS2/HolkJ/wdtaXRM+ftxunluAmOnypSQe9FFF0XXZcXK0H5HuHwCmm3U\nOqPUHk9has0g/fWvf83Wm2mW8/3vf38YhWsIQAACEIBA7QhoeYLWUGuvo+uuu65y31R1AIoV\nuy70ktbraN1G2Y1ZwyqZsGL+mjEKZ1ekfhUaAdA0q1S8QqcPQX/vJC3y8/fckfqdBCabmVpy\nySUbLOdNmTIlUwnUAv08t+aaa2YmgfPiSPiTWpNfdwlVmlFrZ1+dvDLDMKldSSCTFbuU02yZ\nZtJiRigk7Mhst8yEb7/99qksGvytT6+99lq33XbbNYT5F1ojpPU1Y8eO9b375ryMFbu+gVHB\nhmr9mgzO4KpFQM80jShjxa5a/WK1wYqdkajesW5W7KpHcOhqpO80zYaFWlXNlqg8bM19Xlpm\nkPLodChMZrrPnL0/kCyUaZNSmeTWyLUekkUutuYktnbCFzAsT5nq1oe1/nyzxf5shF6iocqd\nTJGbcKS8dC3T108//bS77777MuGpSDhSujJrlDTqrzUhWqu07rrrOm1Iee+993ZNOFI9yzgJ\nQbL8F5um1uyDDFaIUUwdMczf1w/OMwig+0ZrhPpVOAq5cQ0BCEAAAhCAAAS6QWBkNwqhjP8R\n0HocbZBqTgvq7r777kwwMD//KCHK1kj4/v5idN8/71xCkWayJIT4ltJkoc1XrVMemjEKnQQi\nCXaaPUo5zQRpNFmqdz/84Q8bFs2n0shfgqKsouVtUpqXvlthsgDzq1/9yr3rXe/KLBKqXAkx\n/powLf5Xn+a5cFZPa2a++MUvDkpSdR6DKowHBCAAAQhAAAIQ6AECzCANcydqxkEbbYZO6lox\n4SiM18y1THvL6IKvSnbeeec1qNspP00/xpxmSmQpJeW0Yezf//73bM8Zzab0qpPRhbe85S2Z\nue1jjz02s/RnbZU1wjwnQwCh05oZ7Uml2UU5qRhqH4NvfetbYVSuIQABCEAAAhCAAASGmAAz\nSEMMuEz2mtXRmiDtlSP91zIbk5511llu5513LpN9YZyYep5MHT/wwAMNaaVel3JXXHFFrc1E\np9oV85eRjFtuuSUW5FZYYYWov9aITZo0adBsnUWWOXWp8OEgAAEIQAACEIAABIaXADNIw8t/\noHSpamk2qYxwpETrr79+JlT5m7pK9evhhx92l19+eXLfoYECvRNZpAvdLrvsEnrlXpdZe5Ob\nQY8EajPg0EmlTsJmqMoYxuMaAhCAAAQgAAEIQGD4CSAgDX8ftFwDCVUyFS2LaPqTYCT1OAlK\nF1xwQSYsaeYiz2ltkr+GxuLKWEJZt84660TzKJu+l+LJMoqERfWD/mRiU0YZ1Fc4CEAAAhCA\nAAQgAIHqE8j/eq5+/alhDgF9oGt902c+85loLKn15X24a+Zjxx13jKaVp4QvWefr5fVGycbn\nBGgtljaIldqcb5QjJwlBEIAABCAAAQhAAAIVIYCAVJGOGKpqpAw9aA1NnnCk+mjmY+WVV3Z3\n3XVXtHraqwgT1IPRaO+emFW6wTHxgQAEIAABCEAAAhCoGgEEpKr1SIfrIwFGm2tNmzYty1kW\n0i699NLMCluZomRYIOZkUII1NTEy+EEAAhCAAAQgAAEI1JkACyPq3Hsl6i6BSDM9W2yxhfv0\npz+dzQbJ1HdZF9tzaY011kA4KguQeBCAAAQgAAEIQAACtSLADFKtuqu1yi6++OLupJNOainx\nKaec4nbffXc3ffp09853vtNpY1k2MG0JJYkgAAEIQAACEIAABGpAAAGpBp00nFWUOXGp0+Eg\nAAEIQAACEIAABCDQDwRQseuHXqaNEIAABCAAAQhAAAIQgEApAghIpTARCQIQgAAEIAABCEAA\nAhDoBwIISP3Qy7QRAhCAAAQgAAEIQAACEChFAAGpFCYiQQACEIAABCAAAQhAAAL9QAABqR96\nmTZCAAIQgAAEIAABCEAAAqUIICCVwkQkCEAAAhCAAAQgAAEIQKAfCCAg9UMv00YIQAACEIAA\nBCAAAQhAoBQBBKRSmIgEAQhAAAIQgAAEIAABCPQDAQSkfuhl2ggBCEAAAhCAAAQgAAEIlCKA\ngFQKE5EgAAEIQAACEIAABCAAgX4ggIDUD71MGyEAAQhAAAIQgAAEIACBUgRGlopV40hzzlkN\nGfDJJ5/MKI4c2fPIa3m3zJw501XlXqklwCGq9NSpU91zzz3n9Luhf4YIchvZvvbaa/RLG/yG\nKumMGTPcI488kvXNiBEjhqoY8m2RgN43c8wxB7+dFvkNZbJHH3006xu+1YaScmt5z5o1y+mv\n3W+BsunnmF3YrNaqSqpmCGy00UZu8uTJ7h//+EczyYgLgb4mMH78eHfGGWe48847z73nPe/p\naxY0HgJlCfztb39zO++8s/vyl7/svv71r5dNRjwI9D2Bd7/73W7ZZZd1F198cd+z6HcA1Zhe\n6fdeoP0QgAAEIAABCEAAAhCAQCUIICBVohuoBAQgAAEIQAACEIAABCBQBQIISFXoBeoAAQhA\nAAIQgAAEIAABCFSCABYDutQNX/ziF90rr7zSpdIoBgK9QWDcuHFuscUWc0svvXRvNIhWQKAL\nBJZZZhm33377udVXX70LpVEEBHqHgNbsLbjggr3TIFrSMgGMNLSMjoQQgAAEIAABCEAAAhCA\nQK8RQMWu13qU9kAAAhCAAAQgAAEIQAACLRNAQGoZHQkhAAEIQAACEIAABCAAgV4jMOK7s12v\nNapq7XnooYfcpZde6h577DG35JJLulGjRlWtitQHAkNO4OWXX3bXXnutu/76693rr7/u3vKW\ntzSUqU1h//znP7vbbrvNjR49epAeuNIo7KqrrnLTp08ftC6pKLyhMC4gUDMCzzzzjDv//POd\n9mnxNzosuu+LwoWBd1TNbgaqW0hAm/HecMMN7pprrnE617eXNuf1XdF9XxRe9M7yy+K8fgQQ\nkIa4z84++2z3ne98x80///xOm/dddNFFTgvP55133iEumewhUB0Cl112mdtjjz3c888/n/2d\ndtppTh98a6+9dlbJ+++/32233Xbu8ccfz4yZnHDCCW7FFVd0b33rW7NwfeTttttu7ve//71b\neOGF3YQJE9wTTzzh1lprrVLh1SFBTSDQPAHt537wwQe7P/7xj27HHXd0I0aMyDLpxO+Cd1Tz\n/UGKahOYMWOGO+CAA7KB6TFjxrhzzjnH/elPf3KbbbbZgJBUdN8XhRe9s6pNiNqVIjD7wYsb\nIgIPPvjgrNnC0KzZo95ZCbN/tLNmW7Ob9dOf/nSISiRbCFSPwOyPuFnbbrvtrF/+8pcDlZs9\nkzRrnXXWmXXPPfdkfl/60pdmHXPMMbNmj/Rl12eeeeasz3zmMwPX5557bpbHiy++mIU/8MAD\nsz784Q/PmjRpUnZdFJ5F4h8EakpAv52NNtoo+828+uqrA60ouu+LwnlHDaDkpIcI/OEPf5i1\nySabzHr66aezVs22IJxdX3755dl10X1fFK5Mit5ZWUH8qzUB1iCVEiNbi/T3v//djR07dsDU\n6siRI93sl5y74oorWsuQVBCoIYFnn33Wve9973Prr7/+QO3XWGON7Fxqp5MnT3Z33XWX23zz\nzQdG92a/3DKV1IkTJ2bxpJan9JqJlZMZ43e9610Dv6Wi8CwR/yBQQwIaqT7rrLPc7rvvPqj2\nRfd9UTjvqEFI8egBAr/97W/d1ltvnW0RoebMPffc7owzzhjQOCi674vCy7yzegBj3zcBAWkI\nbwGpC4X7t0hgkmqRdGJxEOgHAtrHSHtLLLTQQgPN1ToiqQm9853vzFTlFKDfhrlFF100W6v3\n1FNPZV76Lfnh8tR12XDLlyME6kRAqkKHHnqo23XXXQe9S9SOdn8XvKPqdDdQ17IEtHZI7wcN\nLOy1115OS+2fe+45t8ACC2RZFN33ReFS75bz30nhOyuLwL9aE0BAGsLu049I+q++0+JzCUda\ni4GDQD8SuPfee93PfvYzt/3222cLZ/Uy0gif/nyn38qUKVPca6+9lg0qhL8lXWt2qijcz5Nz\nCNSJwKmnnuqWWGKJbO1EWO+i+74oXPnxjgqpcl13AjIGNG3atEw4uv32291sVe7sPv/yl7/s\nHnjggax5Rfd9UXjRO6vuDKn//wggIA3hnTDXXHNlH29+EXppyc0333y+N+cQ6AsC//znP92e\ne+7pPvaxj7nZ6/GyNsd+JwrQAnT9TjTTJKtd9tsxULqWyl1RuMXnCIE6Ebj11luzReZabB5z\nRfd9UbjyjP327HfGOypGHb+qE9B7Q06zRbPXtbpPf/rTbva678wq6uw1eVlY0X3fSrgytndW\nVgj/ak9gZO1bUOEGSLXIRiysmi+88EJmhSscLbdwjhDoVQJaD3HIIYe42cYXnEbzzOl3oheL\nRv78jzL9VmQKXKZZF1lkESeTqr5T+FJLLVUY7qfhHAJ1IaBZVv0ejjzyyKzKpnVw0EEHuU03\n3dTNNlLS9u+Cd1Rd7gbqWZaANA/0fbXuuusOJNE7RBZPtZ5Prui+LxOe984aKJiTWhNgBmkI\nu2+55ZZzs61sNYx833nnnVFd8iGsBllDYNgJaH8jmSn+2te+1iAcqWIy5S0DJvptmJPRBqmi\nmo738ssv3xCueDLgYGv8isItX44QqAuBjTfe2H3yk590q6yySvYnwyRyK620UiYY6bzovi8K\n5x0lirheI6D7Wmpyvrvvvvsy4z7yK7rvi8LLvLP8sjmvJwEEpCHst/XWWy/LXTb49bGnH+gl\nl1yS7WMxhMWSNQQqRUAWf8aPH5+N6C277LLujjvuGPjTGqIFF1zQbbDBBpmVodlmvLN9kLRP\nkiw+Lr744llbZJHoyiuvzISi2XZD3a9//etss1h9QMoVhWeR+AeBGhHQni0777zzwJ9+I3I7\n7LCDW3XVVbPzovu+KJx3VIaRfz1GQHvqac+8m2++OdNOmG3eO3t3SLVbrui+Lwov887qMaR9\n2Zw5ZKS8L1vepUbP3gMps0Ik9SFtDitTxl/4whe6VDrFQGD4CWhTV6kLxZzWV2ikXMYYZK1L\nwpPUI1ZbbTV34IEHNhg5Of30050275N+uGaOvvrVr7o111xzINui8IGInECghgRuueUWt/fe\neztZgBw1atRAC4ru+6Jw3lEDKDnpIQLnn3+++/nPf+70iatvr1122SX7/rImFt33ReFl3llW\nFsd6EkBA6lK/Pfnkk9louBab4yAAgTgBrSvS4nLb7yiMNX36dKc40hGPuaLwWBr8IFB3AkX3\nfVG42s87qu53AfUPCWidkLZVkSVIrUOKuaL7vii86J0VKxO/ehBAQKpHP1FLCEAAAhCAAAQg\nAAEIQKALBJjO6AJkioAABCAAAQhAAAIQgAAE6kEAAake/UQtIQABCEAAAhCAAAQgAIEuEEBA\n6gJkioAABCAAAQhAAAIQgAAE6kEAAake/UQtIQABCEAAAhCAAAQgAIEuEEBA6gJkioAABCAA\nAQhAAAIQgAAE6kEAAake/UQtIQABCEAAAhCAAAQgAIEuEEBA6gJkioAABCAAAQhAAAIQgAAE\n6kEAAake/UQtIQABCEAAAhCAAAQgAIEuEEBA6gJkioAABCAAAQhAAAIQgAAE6kEAAake/UQt\nIQABCEAAAhCAAAQgAIEuEEBA6gJkioAABCAAAQhAAAIQgAAE6kEAAake/UQtIQABCEAAAhCA\nAAQgAIEuEEBA6gJkioAABCAAAQhAAAIQgAAE6kEAAake/UQtIQABCEAAAhCAAAQgAIEuEEBA\n6gJkioAABCAAAQhAAAIQgAAE6kEAAake/UQtIQABCEAAAhCAAAQgAIEuEEBA6gJkioAABCAA\nAQhAAAIQgAAE6kEAAake/UQtIQABCEAAAhCAAAQgAIEuEEBA6gJkioAABCAAAQhAAAIQgAAE\n6kEAAake/UQtIQABCEAAAhCAAAQgAIEuEEBA6gJkioAABCAAAQhAAAIQgAAE6kEAAake/UQt\nIQABCEAAAhCAAAQgAIEuEEBA6gJkioAABCAAAQhAAAIQgAAE6kEAAake/UQtIQABCEAAAhCA\nAAQgAIEuEEBA6gJkioAABCAAAQhAAAIQgAAE6kEAAake/UQtIQABCEAAAhCAAAQgAIEuEEBA\n6gJkioAABCAAAQhAAAIQgAAE6kEAAake/UQtIQABCEAAAhCAAAQgAIEuEEBA6gJkioAABCAA\nAQhAAAIQgAAE6kEAAake/UQtIQABCEAAAhCAAAQgAIEuEEBA6gJkioAABCAAAQhAAAIQgAAE\n6kEAAake/UQtIQABCEAAAhCAAAQgAIEuEEBA6gJkioAABCAAAQhAAAIQgAAE6sqolCQAAEAA\nSURBVEEAAake/UQtIQABCEAAAhCAAAQgAIEuEEBA6gJkioAABCAAAQhAAAIQgAAE6kEAAake\n/UQtIQABCEAAAhCAAAQgAIEuEEBA6gJkioAABCAAAQhAAAIQgAAE6kEAAake/UQtIQABCEAA\nAhCAAAQgAIEuEBjZhTJqV8RTTz01qM4jRoxwo0ePdq+++qqbNm3aoHA8miMwxxxzuAUXXNDN\nmDHDvfTSS80lJnaUwEILLeRef/11N3Xq1Gg4ns0RGDNmjNN9+vzzzzeXkNiDCOj5ueiiiw7y\nx6OYAO+jYkbtxuB91C7Bwel5Hw1m0o4P76N26DWmLfs+QkBq5JZd6SMzdHPOOacbNWpU9kEf\nCw/jc51PwHjOnDkz+6jPj01oGQJzzTVXFo37swyt4jgjR47MBCR4FrMixtARiN1/9vzUAFMs\nfOhq05s5G0/eR53rX95HnWOpnHgfdZZnmdxQsStDiTgQgAAEIAABCEAAAhCAQF8QQEDqi26m\nkRCAAAQgAAEIQAACEIBAGQIISGUoEQcCEIAABCAAAQhAAAIQ6AsCCEh90c00EgIQgAAEIAAB\nCEAAAhAoQwABqQwl4kAAAhCAAAQgAAEIQAACfUEAAakvuplGQgACEIAABCAAAQhAAAJlCCAg\nlaFEHAhAAAIQgAAEIAABCECgLwggIPVFN9NICEAAAhCAAAQgAAEIQKAMgUoJSNrw7qyzznIv\nvPBCYd2nTp3qLrvsMverX/3KPfTQQ4PiF4UPSoAHBCAAAQhA4A0CvI+4FSAAAQj0L4FKCUgn\nnXSSO+2009yLL76Y2yP333+/23zzzd2FF17o/v3vf7svfOEL7m9/+9tAmqLwgYicQAACEIAA\nBCIEeB9FoOAFAQhAoE8IjKxCO5988kn34x//2N16662lqnPEEUe4zTbbzO21115ujjnmyGad\njjnmGHf++edn10XhpQohEgQgAAEI9B0B3kd91+U0GAIQgMAgApWYQRo/frybNWuWO/LIIwdV\nMPSYPHmyu+uuu7IZJAlHcptssol77LHH3MSJE11ReJgf1xCAAAQgAAEjwPvISHCEAAQg0L8E\nKjGDdMABB7gll1zSPfjgg4U98cQTT2Rxxo4dOxB30UUXdaNGjXJPPfXUgF8qfNVVVx2I89pr\nr7mjjjpq4FonH/zgB9173/veBj9dzDnn/2TJueaay40ePXpQOB7NETDhduTIkfBsDl1u7BEj\nRsAzl1D5QPvN83svzywVc+bMmamgyvnzPqpclwx5hXgfDQ1i3ked48r7qHMsy76PKiEgSTgq\n6x5//HE399xzZ39+Gn3ETJkyxWlhbV64n0ZxTz/9dN/L6Qf90Y9+tMHPv5Agpj9cZwhIQFpg\ngQU6kxm5ZPcvPDt7I8CzfZ7Tp09vP5Mu5cD7qEugK1gM76POdoq+p3h+dpYpPNvnWfZ9VAkB\nqZnmagZHMz+hk7Az33zzuaJwP50EnXPPPdf3cksttZR75plnGvx0oQfnQgst5KZNm+Zeeuml\nQeHy+N73vucefvhhd+qpp0bD8XyTgEbsNPP36quvOlkcxLVPQDz123j++efbz4wc3MILL5yt\naXz22Weh0SYB+723mU3lkhe9b4rC/QbxPvJpdPfc7k/eR53jzvuocyyVE++jzvG033tRjrUT\nkBZbbLFslujll1/OBCJroEyDv+Utb8kEGQlLqXCLr6MgxdTpNEuVcpqamzFjRjT42muvdXfe\neWcy/He/+5079NBD3cEHH+y23HLLaB6TJk3KZqiWX375aHiveNp0sdaepXj2Slu72Q54do62\nWMpxf7bPVCPJvejq/D7qxf5otU28j1oll5+O91E+n2ZCeR81Qys/btn3USWMNOQ3pTH0rW99\nayYESRAxJ6MNEly07qgo3NIMx1GzT7KQJOEt5TbccEO32267pYLddddd544//vgsn2QkAiAA\nAQhAYMgJFL1visKHvIIUAAEIQAACLRGohYB0zjnnZDMzauGCCy7oNthgA3fGGWdk+yW98sor\n2d5JG220kVt88cULw1uiVKFEV155pZMZ80cffTRaK81+bbfddu6nP/1pNBxPCEAAAhBonQDv\no9bZkRICEIBAXQjUQkA6+eST3e233z7AVDMs0tfedNNN3RZbbJHNKO25556lwwci9uCJZqek\n6idVvZTbdttt3dve9jYn4TLmZCr9+uuvTwphsTT4QQACEOgHAryP+qGXaSMEINDvBCq1BmmZ\nZZbJVMjCTpFame+0WO0nP/mJ07oj6RLOP//8fnC2mC0vvCFyH15ojZb+TKc1RHDjjTe6XXfd\nNVsrlVL308a8ElK/+tWvhsm5hgAEIFB7AryPat+FNAACEIBAywRqMYOUat2YMWMGCUd+3KJw\nPy7nzRH4+c9/7iZMmJBM9Itf/MKtv/767pZbbonGkXD23HPP5a7HiibEEwIQgEAFCRS9b4rC\nK9gkqgQBCECgbwnUWkDq216rQcNljEKGNF588cVobZ9++ulspu/zn/98NFye9913n7v11lux\nIpYkRAAEIAABCEAAAhCAQKcJICB1mij5dYzAYYcd5jbZZJNsA+BYpjJUoY1+b7vttlgwfhCA\nAAQgAAEIQAACEGiaAAJS08hIUBUC//3vf91BBx3kZNkv5Y466ih3+OGHp4LxhwAEIAABCEAA\nAhCAQAMBBKQGHFz0GoELL7zQnXvuuclmXX755W6XXXbJVPmSkQiAAAQgAAEIQAACEOgbAghI\nfdPVNDRGQOucLrnkEqf9o2Lu1VdfzYxN7L///rFg/CAAAQhAAAIQgAAEeowAAlKPdSjN6SyB\nmTNnZsYm7r///mTG3/72t92qq67qHnjggWgcmVSXxb5p06ZFw/GEAAQgAAEIQAACEKgOAQSk\n6vQFNakpgZdeeikzJCFBKObuuOMOt8oqq7jx48fHgjO/iRMnouaXpEMABCAAAQhAAAIQ6B4B\nBKTusaYkCCQJ7L333m6rrbZKht97773uvPPOy0yfJyMRAAEIQAACEIAABCDQNgEEpLYRkgEE\nhp7A3/72N7fvvvu6m266KVmYVP1OPPHEZDgBEIAABCAAAQhAAALFBBCQihkRAwK1IPCjH/3I\nTZgwIVnXX//6127PPfd0Dz30UDIOARCAAAQgAAEIQKDfCSAg9fsdQPv7hoA21JWQNGXKlGib\nH3nkkUzNj1moKB48IQABCEAAAhDoEwIISH3S0TQTAkUEZGVPqnzagDfl9thjD/ehD33IzZgx\nIxXFyfIfDgIQgAAEIAABCNSVAAJSXXuOekNgGAhovyiZPE8JQRdffLF761vf6k455ZRk7f71\nr3+5u+66KxlOAAQgAAEIQAACEBhOAiOHs3DKhgAE+o/ANtts4xZZZBF3/fXXRxt/6623OplG\n33DDDd3YsWOjcfCEAAQgAAEIQAACQ0WAGaShIku+EIBASwQuv/xyd+CBBzqZNo+5559/3n39\n6193Z511ViwYPwhAAAIQgAAEINAWAQSktvCRGAIQ6DYBrZU6//zz3XXXXZcs+qCDDnLjxo1z\nzz33XDSO8nj44YfdCy+8EA3HEwIQgAAEIACB/iWAgNS/fU/LIdCzBGSR7z//+Y97/fXXo22U\nMYoPfOAD7rTTTouGy/Pss892Z5xxRjKcAAhAAAIQgAAEepMAAlJv9iutggAE2iRw6KGHZqp+\nqWwuueQSt9NOO7lbbrklFQV/CEAAAhCAAARqSAABqYadRpUhAIHhJ/DAAw+4K6+80j355JPR\nyrz88svubW97m/vsZz8bDZfnxIkT3dVXX+0UFwcBCEAAAhCAQDUIICBVox+oBQQg0GMEZs2a\nlan4pUyiq7knnXSS22GHHdxTTz0Vbb2EsP3228/9/ve/j4bjCQEIQAACEIBA5wkgIHWeKTlC\nAAIQ6AiBp59+2p1zzjm5anxbbLGFW2211ZLlPfPMM06m0ydPnpyMQwAEIAABCEAAAm8SQEB6\nkwVnEIAABGpH4MUXX3RTp05N1vvSSy91m2yyibvqqquScX70ox+5CRMmJMMJgAAEIAABCPQT\nAQSkfupt2goBCEAgQuCYY45x5513XiTkf16nn36622677dz999+fjEMABCAAAQhAoFcIICD1\nSk/SDghAAAJDROCee+5x1157be5M1RAVTbYQgAAEIACBrhNAQOo6cgqEAAQgAAEIQAACEIAA\nBKpKAAGpqj1DvSAAAQhAAAIQgAAEIACBrhNAQOo6cgqEAAQgAAEIQAACEIAABKpKAAGpqj1D\nvSAAAQhAAAIQgAAEIACBrhNAQOo6cgqEAAQgAAEIQAACEIAABKpKAAGpqj1DvSAAAQhAAAIQ\ngAAEIACBrhMY2fUSa1DgQgstNKiWc8wxR+Y399xzu1i4AkeO/B/OVPh8882X5aFjKo4ijBgx\nIhmu8uUWWGCBaJwxY8Zk4aNGjYqGK9Cv57zzzpvF9/9ZPRWWquecc87p9JcKn2eeebIsU/V8\n5ZVXsvC8POaaa64sjtoUK0d5y6msWLjCiupp7U/1ifEWs1QZYi1XVM+8e0d9Lpcqw/okVc8s\n8ex/uk9TeVhbUn0yevToLJuy947lZ2XrOP/882eXefeO6pjX70X3zssvv5yVkVfPonvH6pl3\n72SFzP6X4mn3jvKKxbHfWTv3jvVJO/eO1bPo3smrp/W16hNrq7FKHWfOnJkKwr+AQIx3J95H\nBcX2ZbCeGzHefQmjA43Oe6Z0IPu+ykLvzLz3e1/BaLOxZd9HCEgR0C+99NIgX/3Q9TE1Y8YM\nFwtXgtdffz1Llwp/9dVXs3AdU3EUQZ2XClf5chIwYnHs4/G1116LhiutX8/YjWL1nD59ejKP\nWbNmOf3F6qAyiuo5bdo0Rcttq9ogpzbFyjEhK69PiuqpNsql+sTqKWaxOihtJ+pp/ZAqw/ok\nVU/VQ64TfVL23rF2/6/k//23PunGvZNXT6tb0b2TV09rV6pPiu4dS9fOvWP3X15bi+6donpa\nO/Pqab9n1cfaZenKHPViN6G0THzivEkgxrsT76M3S+BM96cGEvJ+Z1BqjoC+l/KeKc3lRmwb\niI09D6DTHIGy7yMEpAhX+xiIBGUf9KlwfZzKpcL1sJDTMRVH4conFW4fQ3qQx+LYh6HixcIt\nfx0Vrhdt6MrU0wSPVBmWR6qeFm71COuga+OZysPamsezbD1TeVj7utknMRbGK1VPP43V2ffT\neafvHY1oha5sPfN4Wh6pfrf2lbnHU3lYGXl5WNusPLu2o+WRKsPuz7y2lu0TlZWqh/KXS4Vb\nPfPyUPp26qn0ec5mSPPiEBYnkOpXxc67f4vui3hp/elrz7K830B/kmmv1fBsj5+fmt+zT6O9\n87Lvo8FfOO2VS2oIQAACEIAABCAAAQhAAAK1JYCAVNuuo+IQgAAEIAABCEAAAhCAQKcJICB1\nmij5QQACEIAABCAAAQhAAAK1JYCAVNuuo+IQgAAEIAABCEAAAhCAQKcJICB1mij5QQACEIAA\nBCAAAQhAAAK1JYCAVNuuo+IQgAAEIAABCEAAAhCAQKcJICB1mij5QQACEIAABCAAAQhAAAK1\nJYCAVNuuo+IQgAAEIAABCEAAAhCAQKcJICB1mij5QQACEIAABCAAAQhAAAK1JYCAVNuuo+IQ\ngAAEIAABCEAAAhCAQKcJICB1mij5QQACEIAABCAAAQhAAAK1JYCAVNuuo+IQgAAEIAABCEAA\nAhCAQKcJICB1mij5QQACEIAABCAAAQhAAAK1JYCAVNuuo+IQgAAEIAABCEAAAhCAQKcJICB1\nmij5QQACEIAABCAAAQhAAAK1JYCAVNuuo+IQgAAEIAABCEAAAhCAQKcJICB1mij5QQACEIAA\nBCAAAQhAAAK1JYCAVNuuo+IQgAAEIAABCEAAAhCAQKcJICB1mij5QQACEIAABCAAAQhAAAK1\nJYCAVNuuo+IQgAAEIAABCEAAAhCAQKcJICB1mij5QQACEIAABCAAAQhAAAK1JYCAVNuuo+IQ\ngAAEIAABCEAAAhCAQKcJICB1mij5QQACEIAABCAAAQhAAAK1JYCAVNuuo+IQgAAEIAABCEAA\nAhCAQKcJICB1mij5QQACEIAABCAAAQhAAAK1JYCAVNuuo+IQgAAEIAABCEAAAhCAQKcJICB1\nmij5QQACEIAABCAAAQhAAAK1JYCAVNuuo+IQgAAEIAABCEAAAhCAQKcJICB1mij5QQACEIAA\nBCAAAQhAAAK1JYCAVNuuo+IQgAAEIAABCEAAAhCAQKcJICB1mij5QQACEIAABCAAAQhAAAK1\nJTCyKjV/6KGH3A033OAWWWQRt/baa7sFFlggWrWnnnrK3XbbbdGw//u//3MrrLCCmzp1qrvx\nxhsHxRk3bpyba665BvnjAQEIQAACEDACvI+MBEcIQAAC/UmgEgLS2Wef7U477TT30Y9+1D32\n2GNO18cdd5xbeOGFB/WKXlynnnpqg/9rr73mJk+e7PbYY49MQLrjjjvc4Ycf7hZbbLGGeGut\ntRYCUgMRLiAAAQhAwCfA+8inwTkEIACB/iQw7AKSBJ4zzjjDHXvssW711Vd3EnZ22203d8EF\nF2THsFvWXHNNd+GFFzZ4H3300e7mm292m2++eeZ/zz33uFVXXdWdeOKJDfG4gAAEIAABCKQI\n8D5KkcEfAhCAQH8RGPY1SH//+9/d2LFjM+FI6EeOHOk22mgjd8UVV5TqCQlGv//9793BBx/s\n5plnniyNBKR3vvOdpdITCQIQgAAEICACvI+4DyAAAQhAQASGfQbp8ccfd0svvXRDb0hgeuaZ\nZ9zMmTPdnHOmZbhXX33VjR8/3m277bZupZVWGshDAtLcc8/tDjjgADdp0iS38sorZ+p3YTkz\nZsxwe+6550A6nUg401/o5phjjsxL+cZU/xQo4U4uFT7//PNn4Tqm4ijCiBEjkuEqX2706NHR\nOAsuuGAWXrae8847bxbf/2f1VFiqnuoX/aXCLd9UPdV3cnl52HoxtSlWjvKW60Q9U31iQrf6\nNlYHlW99UlTPvD5Rn8ulyrA+SdUzSzz7n+7TVB5Wz1SfjBkzJstm1KhRyTz8e9zys7J1tHrO\nN998yTxUx7x+L7p3pk2bVljPonvH1jiqf1O8rF2pcKun8orFsTp04t7Jq2fRvaO+kMvrE4WX\nqafukVhblT7Pvf7663nBlQnrp/dRZaBXqCL6zbZyf1eoCZWqSt4zpVIVrUFl9M7Me7/XoAmV\nqWLZ99GwC0hPPPGEsw8zo6cPOAlHzz//fO7D6pprrskEqa233tqSZgYalOdSSy3ltttuO7fO\nOutkKnlf/epX3YQJExqMP6iMP//5zwNpdSJDD/ZR3BDwxoV+8PqLObuBU+ntg0nHVBz7eEyF\nW9n6OI3FsY9WfTTFwlVv+6BSeCyOPpDlOlFP5RUrw/zUXjvPCvX+la2nmKTyKNsnqXrOmjUr\nq1EZnkV90ol6FvVJHs+y905ePf0+sXvN6zLXzXunTJ/ovojdG2XrmcfTfs+pe0fqwnJl6tmN\neydVT9Wx3eeO8shz06dPzwuuTFg/vY8qA71CFdFv1Z5xFapWbauS9/ysbaOGueKx99kwV6l2\nxZd9H8W/9LvYXH1k2IeEFWvXNvJp/uFRqnUy7LDooosOBGk091e/+lVmDc8+glZZZRW38847\nu6uuumpgnZIS6KMktHanUWG9JEOnj0YZfXjppZcyISwM17VmpPRBHUuvcAl8dkzFUXrlkwpX\n+XIyShGL8/TTT2fhGmWPhSvQZm8UbqPgWaI3/k2ZMiU7e+GFF5J5SLhUP6XKePHFF7M8nn32\n2WgczRDKSZJP5fHKK69kcWS5MOaUt5zKSuWhOqquqXC1UU5tjsWx2Qoxi4UrrcUR+1DYV7j6\nSk59l8qjU/dOXlvt3hH7WD3s3nn55Zej4WqDf+/EBKTnnntO0dxQ3jt2P+j+iLVD5du98+ST\nT2b3mPx8Z/eOLF6m8tBvMe/3rLRyqXvHeJe9d2z2za9nJ+8d9U1eW/XSSIXrnpBL3Tt+nWPn\n+uhcfPHFY0GV8uun91GlwA9zZTSQtsQSS2TPDXuGDXOVal/8kksumX0j2DOs9g0a5gbo+1MC\np72nh7k6tS6+7Pto2AUkdfoDDzzQAFsfV5rmjn2AWUQtppW1uhNOOMG8sqNuIM0e+W755ZfP\nXs5SnwidzIqHrugBqY+mmDN/O4ZxzF9HOw/j2HWZ8Fgc89PRzi3P8Fg2TphO15a3HcM45p8q\nw8L9vMI87Looj1R4UXoLt6Nfp5hfLFzxzD9VDwv341r+4dGP64eZf6qMWFzfLzy3/EJ/uy4T\nHotjfjraueUZHlPh5p/Koyi8bDkWz/Kz6/CYCjd/He3cT+v7+eexOEV5pMJjefl+4XmqHhYv\nFW7+ZepheflHS+/7VfG8n95HVeQ/XHXy70//fLjq0yvltvq86JX2D0U7uD/bp1qWYXqBT/t1\nKJXDcsstl60TslkjJbrzzjsHrUsKM7vpppvcQgst5FZbbbWGIAlbmi16+OGHB/wlGEnqDtcg\nDUTgBAIQgAAE+p4A76O+vwUAAAEIQCAjMOwC0nrrrZdV5JxzzslUoe677z53ySWXuB133HGg\nixQmocl3Dz74oNPLLHTLLrtstubg5JNPzlRfJByddNJJ2YzUxz/+8TA61xCAAAQgAIGMAO8j\nbgQIQAACEBCBYReQpEb3/e9/3/32t7/NrMfts88+bquttnJrr732QA9J2Ln99tsHrnWimSKp\nzsWc8rj//vvdlltumRlqePTRRzNVvKI1TbG88IMABCAAgf4gwPuoP/qZVkIAAhAoIjDsa5BU\nwTXWWMP97ne/c1pQrYW8WjDpu+uuu86/zM7DtUd+BJn8Pvfcc7MFxVp0a6av/TicQwACEIAA\nBEICvI9CIlxDAAIQ6D8ClRCQDLusnnTSacEtDgIQgAAEINAsAd5HzRIjPgQgAIHeIdA4VdM7\n7aIlEIAABCAAAQhAAAIQgAAEmiaAgNQ0MhJAAAIQgAAEIAABCEAAAr1KAAGpV3uWdkEAAhCA\nAAQgAAEIQAACTRNAQGoaGQkgAAEIQAACEIAABCAAgV4lgIDUqz1LuyAAAQhAAAIQgAAEIACB\npgkgIDWNjAQQgAAEIAABCEAAAhCAQK8SQEDq1Z6lXRCAAAQgAAEIQAACEIBA0wQQkJpGRgII\nQAACEIAABCAAAQhAoFcJICD1as/SLghAAAIQgAAEIAABCECgaQIISE0jIwEEIAABCEAAAhCA\nAAQg0KsEEJB6tWdpFwQgAAEIQAACEIAABCDQNAEEpKaRkQACEIAABCAAAQhAAAIQ6FUCCEi9\n2rO0CwIQgAAEIAABCEAAAhBomgACUtPISAABCEAAAhCAAAQgAAEI9CoBBKRe7VnaBQEIQAAC\nEIAABCAAAQg0TQABqWlkJIAABCAAAQhAAAIQgAAEepUAAlKv9iztggAEIAABCEAAAhCAAASa\nJoCA1DQyEkAAAhCAAAQgAAEIQAACvUoAAalXe5Z2QQACEIAABCAAAQhAAAJNE0BAahoZCSAA\nAQhAAAIQgAAEIACBXiWAgNSrPUu7IAABCEAAAhCAAAQgAIGmCSAgNY2MBBCAAAQgAAEIQAAC\nEIBArxJAQOrVnqVdEIAABCAAAQhAAAIQgEDTBBCQmkZGAghAAAIQgAAEIAABCECgVwkgIPVq\nz9IuCEAAAhCAAAQgAAEIQKBpAghITSMjAQQgAAEIQAACEIAABCDQqwQQkHq1Z2kXBCAAAQhA\nAAIQgAAEINA0AQSkppGRAAIQgAAEIAABCEAAAhDoVQIISL3as7QLAhCAAAQgAAEIQAACEGia\nAAJS08hIAAEIQAACEIAABCAAAQj0KoGRvdqwdtq12GKLDUo+xxxzZH7zzDOPGzVq1KBweYwc\n+T+csfQKX2CBBXTIjqk4Clc+qXCVL7fQQgtF4zz77LNZuOKl8phrrrmyOAqfd955s3P/3+jR\no7PL+eefP5nHnHPO6UaMGJEMn2+++bI8FlxwwWic1157LQtXPql6GudFFlkkGkd5y6msVB6q\nY14ZaqOc2hzLY9q0aVm4mMXCFWh9svDCC0fjqK8sXiqPTt07uk9TZVg9U/fO008/XVhP/96Z\ne+65s/j+P7t3dK+n6qE6tnPvTJ8+PStS5afKKLp3xowZk+WRd+9Yu1Jl2L2jvGJxjHcn7h39\nTmNlqI6dunfaee4Yq9TRfu+pcPzTBGL93on3UbrE/g3RcyPGu3+JtNfyvGdKezn3X2q9M+W4\nP9vv+7LvIwSkCOvJkycP8rUf+iuvvOKmTp06KFwer7/+euYfS6+Al156KQvXMRVHEdR5qXCV\nL/f8889H4zz33HNZ+KuvvhoNV+CMGTOyOCojJiBZ+/LqOWvWrKy9qXqaYPHCCy9E66H6y82c\nOTMarjD7EJ4yZYqzD3P5m1PeciorVQ/1ieqaCrc+UZtjcawdYhYLV/liLSf2sTjWVvVdLFxp\n7QebCrd65vWJ8slrq907qXravZNXT//eiQlIL774oqqR3euptrR77+h+kNP9kSrD7h0NGEhA\nDp3dOy+//HIyD0uTKkNp5VL3jvXZcN871ic6ptqiduQ9d+weTz13lD7PqQ9iz5q8NIT9j0Cs\nzzrxPoLvmwR0fy6xxBLZM8Weg2+GctYKgSWXXDL3G6GVPPs5jQQjDYzEngf9zKWVtpd9HyEg\nRejqAy7PpcLN345hHuavo52Hcey6THgsjvnpaOeWZ3gsGydMp2vL245hHPNPlWHhfl5hHnZd\nlEcqvCi9hdvRr1PMLxaueOafqoeF+3Et//Dox/XDzD9VRiyu7xeeW36hv12XCY/FMT8d7dzy\nDI+pcPNP5VEUXrYci2f52XV4TIWbv4527qf1/fzzWJyiPFLhsbx8v/A8VQ+Llwo3/zL1sLw4\ndoaAsU/llgo3fzum0uP/5jNcLODVuTtCLOHZOZ7cn51lWZTb4KHVohSEQwACEIAABCAAAQhA\nAAIQ6FECCEg92rE0CwIQgAAEIAABCEAAAhBongACUvPMSAEBCEAAAhCAAAQgAAEI9CgBBKQe\n7ViaBQEIQAACEIAABCAAAQg0TwABqXlmpIAABCAAAQhAAAIQgAAEepQAAlKPdizNggAEIAAB\nCEAAAhCAAASaJ4CA1DwzUkAAAhCAAAQgAAEIQAACPUoAAalHO5ZmQQACEIAABCAAAQhAAALN\nE0BAap4ZKSAAAQhAAAIQgAAEIACBHiWAgNSjHUuzIAABCEAAAhCAAAQgAIHmCSAgNc+MFBCA\nAAQgAAEIQAACEIBAjxJAQOrRjqVZEIAABCAAAQhAAAIQgEDzBBCQmmdGCghAAAIQgAAEIAAB\nCECgRwkgIPVox9IsCEAAAhCAAAQgAAEIQKB5AghIzTMjBQQgAAEIQAACEIAABCDQowQQkHq0\nY2kWBCAAAQhAAAIQgAAEINA8AQSk5pmRAgIQgAAEIAABCEAAAhDoUQIISD3asTQLAhCAAAQg\nAAEIQAACEGieAAJS88xIAQEIQAACEIAABCAAAQj0KAEEpB7tWJoFAQhAAAIQgAAEIAABCDRP\nAAGpeWakgAAEIAABCEAAAhCAAAR6lAACUo92LM2CAAQgAAEIQAACEIAABJongIDUPDNSQAAC\nEIDAMBB46aWX3DnnnOPuvvvuYSidIiEAAQhAoF8IICD1S0/TTghAAAI1J/DMM8+4HXbYwV1+\n+eUNLbn55pvdKaec4l5//fUGfy4gAAEIQAACrRBAQGqFGmkgAAEIQKAyBC6++GL35S9/2U2f\nPr0ydaIiEIAABCBQXwIISPXtO2oOAQhAAAIQgAAEIAABCHSYAAJSh4GSHQQgAAEIQAACEIAA\nBCBQXwIISPXtO2oOAQhAAAIQgAAEIAABCHSYQKGAhNWgDhMnOwhAAAIQgAAEIAABCECgsgRG\nFtXMrAYdf/zxbsUVVxyILqtBt956q/viF7/oRowYMeDPCQQgAAEIQGAoCfz3v/9111133UAR\nDz30UHZ+/fXXu3nmmWfA304+/OEP2ylHCEAAAhCAQCGBQgEplYOsBn3/+993O+64o5t33nlT\n0fCHAAQgAAEIdJTAscce6/QXug022CD0yq5nzZoV9ccTAhCAAAQgECPQsoAUy6wdP40A3nDD\nDW6RRRZxa6+9tltggQWS2U2dOtXdeOONg8LHjRvn5pprrsxfcf761786HT/wgQ+4t7/97YPi\n4wEBCEAAAvUhsNBCC7lDDz10yCvM+2jIEVMABCAAgUoTqISAdPbZZ7vTTjvNffSjH3WPPfaY\n0/Vxxx3nFl544Si8O+64wx1++OFuscUWawhfa621MgHp/vvvz1T/ll9+ebf00ku7n/3sZ+6w\nww5zH/zgBxvicwEBCEAAAvUhsOCCC7qDDz54SCvM+2hI8ZI5BCAAgVoQGHYBSSN1Z5xxRqYu\nsfrqq7vXXnvN7bbbbu6CCy7IjjGK99xzj1t11VXdiSeeGAt2RxxxhNtss83cXnvt5eaYYw53\n1llnuWOOOcadf/752XU0EZ4QgAAEIFAbAlKbe/LJJ91SSy3VUOdHHnnE3XvvvdmAW0NAiQve\nRyUgEQUCEIBAHxAotGI31Az+/ve/u7FjxzoJR3IjR450G220kbviiiuSRUtAeuc73xkNnzx5\nsrvrrrvc5ptvPiAMbbLJJtnM1MSJE6Np8IQABCAAgfoQuPbaa90qq6ySDYKFtb7ooovcuuuu\n69797ne7u+++OwzOveZ9lIuHQAhAAAJ9Q6D0DNJQWQ16/PHHMzU4n7gEJlnPmzlzpptzzsEy\nnASkueee2x1wwAFu0qRJbuWVV3Z77LFHls8TTzyRZaU8zC266KJu1KhR7qmnnspmnsx/+vTp\nbtNNN7XL7LjNNtu4nXbaqcHPv5BBCpUdc7b+afHFF48Fu9GjR2f+OqbiKIKExFS4GcSQLn4s\nzpQpU7IyZMkpFq5Av56WX5bojX9jxozJzuaff/5kHuoXWS9MlaG0cql6vv7661m48knloT6T\nU//F4ihvubx6qo55ZVg91eZYGdOmTcvKELNYuALNapbWz8XiWD3FOhauPNTncqnwsveOZkxT\neVhfp/pEvzm5svdO7Hdg947WEKbqoTq2c+/MmDEjq6fKT5VRdO9IVUtuvvnmS+aRRZj9L1WG\n3TvKKxbHeHfi3smrZ9G9Y+s5i547efW0tkjtOdZWY5U6SjOgU+4vf/lLNoj2yiuvuHVnC0Kh\n0xrWz33uc+4Xv/hFtp71pptuciussEIYLXrdT++jKIA+99Rzo5X7u8+xJZuf90xJJiIgSsCs\nRXN/RvE05Vn2fVRaQBoqq0ESaOyjylqoF7mEo+eff37QOiQZXVAaqVVst912bp111nEXXnih\n++pXv+omTJjg9ILTh1P48aY8TXiwcnQM/V5++eWoUGZp9HEXE9osXMdUuNLKdSIPlRErx/zy\nyrB6pPKw8Lw8sobM/mfl2bUdi/Lw0/nnll5Hy6MK9cxjUVRPa19eHtZui2vXdrQyOpFHiqeV\nnVeG1SOVh4Xn5WFtsvLs2o5FeVi6vDIsj7rXs0xbjZvFtWs7Gos8Xha3KI8UT0ufOlodUuHN\n+O+zzz7ZoIie+xtvvPGgpGussUamtv2Zz3wmGwD79re/nalsD4oY8ein99H/b+8+4OQo6z+O\n/9J7IZXQklACmFBFgdBLaEHaH6QZgtKrEAGVphCqgIJCpESKEDB0RBMivRhKLBQjEKRDEtJ7\nvdz95/tcnrstM7uz5fb2bj/P63W3uzPP88wz72d2n3mmPBOy+hU/Kc53pOKRcgSI+k3JMRui\nrxXAs/BNIW57lLWDpKPNDTlqkI4wpPbm/GcdNU0NOhr6yCOPuNHu/FFiXWoxcuRIe/75590Z\nC58+Ma3OWKTmp/S6pCI1qJOVGlRODQqhDtSiRYtSZ7vP/si2rosPCz6dXqPiKJ3KHzVfy1eY\nN29eaBx/FkBnPqLy0JkzBc33R4bdhLX/1DFVWLJkSWQe6sDKNGoZSqugDmhYHF0KqaB8wuZr\n3sqVK/Vis2fPrussuQlr//nObaZyqoyZluHLqXUOK4c/gySzsPkqio8je39mIrGcqisF1V1U\nHn6bjZofd9vx92UkLt+/z7bt+DqJu+2kHoTQcvy2owMZUeuiMhay7Wh7UNAZhKhlJG47qv/U\nsGDBAjdJD8KOysOniZrvtx3lFRZHeSvE3Xb8mR6/XL36bSdTObNtO6oLhWy/O/r9ClsPpfXb\njraRqDiKFxV09LNPnz5Rs2NP//DDD93z93R/aVjnKDGjAw880J1Juvfee10d+PYiMU7q+0pq\nj1LXvZI/a6ezb9++rs3x7UolexRj3XUQW78pvl0pRp6VnIfOHGnHXldCEQoTiNseZe0gNfSo\nQep0fPbZZ0lrq4Zcl3KE7YBpA0m9KVej1WnjUcdm0003dTtfatATO0TKs1+/fknL4QMCCCCA\nQNMR0OALCrqvNE7YZ5997A9/+IMbtEGXYmcLtEfZhJiPAAIIVIZA+g0+GdZbR379PT6J0TRq\nkG6azScMHDjQ3Ufkj4Iqj6lTp6bdl+TzVmdKZ4u+/PJLP8l1jHRUWUN6b7DBBu5+DuXhgwZt\n0FHkxPuS/DxeEUAAAQSahoA/OObP2mYrtY8X95IK2qNsosxHAAEEKkMgdgepoUYN2nfffZ30\nuHHjXCfmk08+sQkTJtiIESPqakDzfIdnwIAB7iby22+/3V2+pbNGY8aMcWecdLRQZ7z0NHUN\nHa5LYHQZjp6xpJHxuLmtjpQ3CCCAQJMT0Ginuux74sSJsco+adIkd1nKhhtuGCs+7VEsJiIh\ngAACzV4gVgfJjxqkEeM0Uldq8KMGqROj9/4yiNR4YZ91Gd3o0aPtiSeecJ0Y3YB7xBFHuHx8\nfHWG3n77bf/RFEcPgz388MPdQA1ff/213XrrrXWX1Ok5SrreXCPUHXbYYe6M0jnnnFOXnjcI\nIIAAAk1PQPeK7Lbbbvbkk0+aDqZlCpMnT3YdKXV6/IiDmeJrHu1RNiHmI4AAApUhkPUeJDE0\n5KhByl+jDqnB082/OsuTOkrHq6++qmh1YYsttrAHH3zQDQWum2pTb4zX/Us333yzuylZN2PF\nbRzrFsAbBBBAAIGyFLjyyitt2LBhrt34/e9/b0cddVTdowtUYA2a8dBDD9l5551nGvjiqquu\nymk9aI9y4iIyAggg0CwFsp5B8qMG/eAHP4g9atBjjz3mRg3KVUyjyKR2jjLloRtqUztHifE1\nfDido0QR3iOAAAJNW0CX2b300kvuioHjjz/evWok07322svdh6oDZGeeeaYNGjTIpkyZYt/9\n7nfzWmHao7zYSIQAAgg0C4GsHSR/uVwuowZpCF+frlkosRIIIIAAAmUjMHjwYHv99dft+uuv\ndyPaaWhm3SerkUv1/KNf/epXbr5GOCUggAACCCCQq0DWS+waetSgXAtMfAQQQAABBDRgz0UX\nXVQHoRHrwp7rpueT6WoDAgIIIIAAAnEFsp5BauhRg+IWlHgIIIAAAghECaR2jv7+97+bLg3X\nox8ICCCAAAII5CKQtYPU0KMG5VJY4iKAAAIIIBAlsHjxYtPADVtvvbXtuuuupkdEhI28GpWe\n6QgggAACCEggawdJkTRq0OrVq92oQRo9Tu8Tg0YNUqOkm2Q1qlyuowYl5sV7BBBAAAEEchF4\n5513TI930MPANUCDHg6uRzz8+c9/TnqoeC55EhcBBBBAoHIFst6DJBo/apCeJ6FRg0aOHGmb\nbbaZaZSfadOm2fTp053gkCFD7KmnnjJujK3cDYo1RwABBEohoIeAP/LII+7gnAZsUNDIpQp6\nTh6X1jkK/iGAAAII5CEQq4OkfP2oQQ8//LAbHeiNN94wPTh2k002caMG7bDDDnbGGWe4507k\nUQ6SIIAAAgggkFXgf//7n+nh4ffee6/NnTvXNKy32p4f/vCH9u6779rJJ59sffr0yZoPERBA\nAAEEEIgSiN1BUgaMGhTFyHQEEEAAgYYW+Oqrr9zzjdq3b++G9z7mmGPc8/natWvnFq0OEgEB\nBBBAAIFCBWLdgxS1EEYNipJhOgIIIIBAsQX0jL2amhrr16+fu4SuS5cu1qpVq2IvhvwQQAAB\nBCpcoKAOkuwYNajCtyBWHwEEECiRQP/+/W3y5MluQKCxY8fafvvt5zpKF1xwgb333nslKgWL\nQQABBBBo7gJ5d5AYNai5bxqsHwIIIFB+AjvvvLOpczRjxgy755573IBBN910kxva+6c//akr\n8MyZM8uv4JQIAQQQQKDJCOTUQdKoQffff78NHTrUjWx3xx13mJ6TpKBRg5544gn73ve+xyUP\nTab6KSgCCCDQNAU6depkJ554or366qv24Ycf2s9+9jNr27atWxmNpLr//vvbAw88YEuXLm2a\nK0ipEUAAAQQaTSBWB0mjBukSBg2besIJJ7jR6zRq0FtvvWW//vWvXeEZNajR6pAFI4AAAhUt\nMGjQILv22mvdM4+efvppO+SQQ+zFF1+0ESNGuMdRVDQOK48AAgggkLNA1lHsGDUoZ1MSIIAA\nAgg0goAGbDj44IPd36xZs9wVD3fffXcjlIRFIoAAAgg0ZYGsZ5AYNagpVy9lRwABBJqfgEay\nmzp1qt133302ceJEW7hwYdpK6qqGn/zkJy5e2kwmIIAAAgggkEEgaweJUYMy6DELAQQQQKCk\nAho5Vfe6DhkyxN2DdNBBB7mBGnRpHQEBBBBAAIFiCGTtIGkhjBpUDGryQAABBBAoVODSSy+1\nv/71r7bbbrvZjTfeaEceeaQtWLDARo4caXPnzi00e9IjgAACCCBgsTpI3olRg7wErwgggAAC\njSHw4IMP2ne+8x174YUX3CV0jzzyiD3++OM2f/58Gz9+fGMUiWUigAACCDQzgZw6SInrzqhB\niRq8RwABBBBoaAFdXjdnzhwbPny4tW5dP8aQLrNr06aNe9xEQ5eB/BFAAAEEmr9A3h0kT+NH\nDdIRPI14p0sedN8SAQEEEEAAgWIK+MEYunfvnpStnsfXu3dv+/rrr5Om8wEBBBBAAIF8BAru\nICUulFGDEjV4jwACCCBQTAGNqqqgA3OpQdOqqqpSJ/MZAQQQQACBnAWK2kHKeekkQAABBBBA\nAAEEEEAAAQTKSKD+Iu4yKhRFQQABBBBAIErgm2++sWnTpiXN1tkj3aOUOl2RdM8sAQEEEEAA\ngbgCdJDiShEPAQQQQKAsBK666irTX2qYMWOGbb755qmTTQ+WJSCAAAIIIBBXgA5SXCniIYAA\nAgg0qkCXLl3szDPPbNQysHAEEEAAgeYvQAep+dcxa4gAAgg0C4EePXrYbbfd1izWhZVAAAEE\nEChfAQZpKN+6oWQIIIAAAggggAACCCBQYgE6SCUGZ3EIIIAAAggggAACCCBQvgJ0kMq3bigZ\nAggggAACCCCAAAIIlFiADlKJwVkcAggggAACCCCAAAIIlK8AgzSE1E2fPn1CptZO6tChg7Vv\n3z50fps2bdz0qPRdu3Z18/UaFUcRWrduHTlfy1dYZ511QuMsWLDAzVcZo5bRtm1bF0fzfX5u\nwtp/vpydO3eOzKNly5buafZRy+jUqZPLrXv37qF5VFdXu/nKJyqPdu3auTi9evUKjaO8FbSs\nqDxatWplmZahdVSIqpPly5e7+TKLWobfHnr27BkaR3WlIOuoPFTnClHzfZ1EldMlDv61aNEi\nMg9f11Hbzty5c102cbcdXz9+2Xrt1q2b+6jRxqLWRWVUvUTNz7bt6Hk3CpnK6cumbad3794u\nfuI/X85M246PH1VOv+0or7A4S5YscVkUY9vp2LFj6DK0gGzbjupCIdu2o9+vsPVQWr/taJCE\nqDiKFxVWr14dNYvpWQQyeate/O9PajbZ2qPU+Hw20+9GJm+MchPI9JuSW07E1n6MAttn4dtC\n3PaIDlKI9axZs9Km6ouunS3tMC9atChtviZ49LD0mu/T6TUqjuJpBzBqvt9hnz9/fmgcv5O7\nYsWK0PnKf9WqVXpx8/2Oj5uw9p8vp3bwosqhDs6aNWsi5y9dutTlpg5bWB7z5s1z85VP2HzN\nXLlypYszZ84c18lxHxL++c6glhWVh8qYaRl+JzaqTry3zKKWIWsF2YfFUV0pKK+w+Zrnd/qj\n5vs6iSqn8lDQ816i8vDrErXt+DqJu+34Tkjtkmv/L1y40L3RAzujyqEyFrLtaHtQyFTOxG0n\n7Bk4vpyZth23kOBf1Hr4bUd5hcXx34G4247vyPjl6tVvO8uWLQtdhuJk23ZUFwrZth39foWt\nh9L6bUfbSFQcxYsK6hBH7chHpWF6rUCYdzHaI3zrBbTz2bdvX9fm+O9c/Vze5SOw7rrrun0i\nv0+STx6kqRfQgT4dXAz7PaiPxbs4AnHbIy6xi6NJHAQQQAABBBBAAAEEEKgIATpIFVHNrCQC\nCCCAAAIIIIAAAgjEEaCDFEeJOAgggAACCCCAAAIIIFARAnSQKqKaWUkEEEAAAQQQQAABBBCI\nI0AHKY4ScRBAAAEEEEAAAQQQQKAiBOggVUQ1s5IIIIAAAggggAACCCAQR4AOUhwl4iCAAAII\nIIAAAggggEBFCNBBqohqZiURQAABBBBAAAEEEEAgjgAdpDhKxEEAAQQQQAABBBBAAIGKEKCD\nVBHVzEoigAACCCCAAAIIIIBAHAE6SHGUiIMAAggggAACCCCAAAIVIUAHqSKqmZVEAAEEEEAA\nAQQQQACBOAJ0kOIoEQcBBBBAAAEEEEAAAQQqQoAOUkVUMyuJAAIIIIAAAggggAACcQToIMVR\nIg4CCCCAAAIIIIAAAghUhAAdpIqoZlYSAQQQQAABBBBAAAEE4gjQQYqjRBwEEEAAAQQQQAAB\nBBCoCAE6SBVRzawkAggggAACCCCAAAIIxBGggxRHiTgIIIAAAggggAACCCBQEQJ0kCqimllJ\nBBBAAAEEEEAAAQQQiCNABymOEnEQQAABBBBAAAEEEECgIgToIFVENbOSCCCAAAIIIIAAAggg\nEEeADlIcJeIggAACCCCAAAIIIIBARQjQQaqIamYlEUAAAQQQQAABBBBAII4AHaQ4SsRBAAEE\nEEAAAQQQQACBihCgg1QR1cxKIoAAAggggAACCCCAQBwBOkhxlIiDAAIIIIAAAggggAACFSFA\nB6kiqpmVRAABBBBAAAEEEEAAgTgCdJDiKBEHAQQQQAABBBBAAAEEKkKADlJFVDMriQACCCCA\nAAIIIIAAAnEE6CDFUSIOAggggAACCCCAAAIIVIQAHaSKqGZWEgEEEEAAAQQQQAABBOIItI4T\nqRRxvvjiC5s8ebL16NHDhg4dap07d8642GXLlrn406dPtyFDhtj2229fF3/x4sX2+uuv1332\nb/baay9r06aN/8grAggggAACaQK0R2kkTEAAAQQqSqAsOkj333+/jR071vbYYw9Th0eff/vb\n39o666wTWhnPPPOM3XDDDbbVVltZx44d7e6777aDDz7YLrjgAhf/nXfesWuuucZ69eqVlH7n\nnXemg5QkwgcEEEAAgUQB2qNEDd4jgAAClSnQ6B0kHam755577JZbbrFtt93Wqqqq7PTTT7fx\n48e719Rqqa6utvvuu8/NO+qoo9zsV155xS655BI77LDDbNNNN7WPPvrIBg8ebLfddltqcj4j\ngAACCCAQKkB7FMrCRAQQQKDiBBr9HqS33nrL1ltvPdc5kn7r1q3tgAMOsGeffTa0MubNm2ff\n+c53bNiwYXXzt9tuO/deZ58U1EHafPPN3fts/2pqaizxL1t85iOAAAIINE8B2qPmWa+sFQII\nIJCrQKOfQZoxY4atv/76SeVWh2nOnDmms0UtWyb34XTZ3KhRo5LiP//889aqVau6TpE6SO3a\ntbOf/exn9sEHH9iWW25pZ599dtpyVq5caVtvvXVSXqecckrdpXpJM9Z+6NSpk+kvLLRt29Za\ntGhh/fr1C5tt3bt3d9P1GhVH6XWfVNR8v2w5hMXR/VcKuvQwbL7myUZB8zt06ODeJ/7zlzZ2\n7do1Mg95qzMbtYwuXbq4LHv27BkaR+upoHyi8mjfvr2L07dvX1t33XXd+8R/yltBy4rKQ2XM\ntAyto4LWOSyP5cuXu/kyC5uvmbJW6NOnT2gcf6mn6i4qD9V5MbYdfV+ilpFt21mwYIFbj7jb\njt+OXKK1//y2061bt8hyqIyFbDs6oKGgbTdqXRO3nd69e68tXf2L7nVUyLTtqD4y1YnfdpRX\nWDmWLFnillGMbUf3ZIYtQwvItu2oLhSy/e7o9ytqGX7bkWVUHLeQiH+rVq2KmFNekyupPSov\n+fIojX438tm+y6P05VeKTL8p5VfaplEits/C6ylue9ToHaSZM2ea39Hwq62dFnWOFi5cGHkf\nko/78ccf2x133GHHH3+8aUdaHQTlqR3qY4891nbddVd79NFH7ayzzrIHHnggafAH7fzosr7E\noM5ZGJ7iakdkzZo17i8xjX+vMmvnLSy94ujyQf8aFUfplU/UfC1fYfXq1aFxfDrF8+9dgoR/\nyl9B89V5SA3KW0HljcrDn3WLmh+3nJm8EssZthxfzkzrmq2cvk6yecapE5Ux33Iq/0wWvpyl\nqJNMnol1ou9EaihlOTPVSWI5M9VJIZ5+XZvLtpPJM9v3OXU7SP0sK+0slXuopPao3Oui1OXT\n9qnvgP9el3r5zW152l9Sm4ZncWpWngp+v6c4uVZmLnHbo0bvIKnSU79A/rM/Mh9Vhe+++647\nS7T33nvbSSed5KLpSOsjjzziRsPzDfK3vvUtGzlypOlM06GHHlqXnebrXqfUoKOIqUHl1JmA\nFStW2KJFi1Jnu8++3HPnzg2d748o6zUqjhJqZyRqvpavoM5jWBx/FkBnx8LmK63/gml+2Bkk\nX06NFBiVhxqSTOVUWgVZheWh8ison7D5mud3bOfPnx86uIavh0zlVBkzLcOXM6pO/BkkmUWV\nU9YKsg+L49dVdRc2X2n9DmjUfF8nUeVUHgpqkKLyyLbt+HLG3XbCziD5M5hLly6NLIfKWMi2\no+1BIVM5E7ed1LPQSuvLqfqN8lI8haj5fttRXmFxZKBQjG0nUzmzbTu+HNm2Hf1+ha2H1sFv\nO1HbuOJkCjoQk+33PFP6Us2rpPaoVKZNYTn6jdABVv1u+N+XplDuci6jDlJn+k0p57KXY9l0\n9l4HJaN+o8uxzOVaprjtUfL1a42wNup0+J0Vv3jt+OpSnbAdMB/ntddes/PPP991eC688MK6\nS/G0AemL6TtHir/xxhubNq6wjo/Pj1cEEEAAgcoWoD2q7Ppn7RFAAAEv0OgdpIEDB7r7hPzZ\nFxVs6tSpafcL+QLr9cUXX7TLL7/czj33XDvttNMSZ9lnn33mzhZ9+eWXddPVMZo9e3bGPOsi\n8wYBBBBAoCIFaI8qstpZaQQQQCBNoNE7SPvuu68r1Lhx49ylUJ988olNmDDBRowYUVdYzVOn\nSUGnF6+77jrbc889bcCAAaZnHvk/jXCnabrR8vbbb3enytU5GjNmjDsjtc8++9TlyRsEEEAA\nAQQSBWiPEjV4jwACCFSuQKPfg6TL6EaPHm1XXHGFqSOke2KOOOIIGzp0aF2tqLOjZyPp2UYT\nJ040XfuvYcBThwLXqHXDhw93l95deeWVdvjhh7s8dIndrbfe2iSuga9bad4ggAACCJRUgPao\npNwsDAEEEChbgUbvIElGzzF68skn7ZtvvnH3CqXeVP3qq6/WAf7gBz8w/WUKW2yxhT344INu\nqHDddOuHuc2UhnkIIIAAAgjQHrENIIAAAgiURQfJV4NGkSlm8M+fKWae5IUAAggg0PwFaI+a\nfx2zhggggECUQKPfgxRVMKYjgAACCCCAAAIIIIAAAqUWoINUanGWhwACCCCAAAIIIIAAAmUr\nQAepbKuGgiGAAAIIIIAAAggggECpBegglVrMnoo/AAAyBElEQVSc5SGAAAIIIIAAAggggEDZ\nCtBBKtuqoWAIIIAAAggggAACCCBQagE6SKUWZ3kIIIAAAggggAACCCBQtgJ0kMq2aigYAggg\ngAACCCCAAAIIlFqADlKpxVkeAggggAACCCCAAAIIlK0AHaSyrRoKhgACCCCAAAIIIIAAAqUW\noINUanGWhwACCCCAAAIIIIAAAmUrQAepbKuGgiGAAAIIIIAAAggggECpBegglVqc5SGAAAII\nIIAAAggggEDZCtBBKtuqoWAIIIAAAggggAACCCBQagE6SKUWZ3kIIIAAAggggAACCCBQtgJ0\nkMq2aigYAggggAACCCCAAAIIlFqADlKpxVkeAggggAACCCCAAAIIlK0AHaSyrRoKhgACCCCA\nAAIIIIAAAqUWoINUanGWhwACCCCAAAIIIIAAAmUrQAepbKuGgiGAAAIIIIAAAggggECpBegg\nlVqc5SGAAAIIIIAAAggggEDZCtBBKtuqoWAIIIAAAggggAACCCBQagE6SKUWZ3kIIIAAAggg\ngAACCCBQtgJ0kMq2aigYAggggAACCCCAAAIIlFqADlKpxVkeAggggAACCCCAAAIIlK0AHaSy\nrRoKhgACCCCAAAIIIIAAAqUWoINUanGWhwACCCCAAAIIIIAAAmUrQAepbKuGgiGAAAIIIIAA\nAggggECpBegglVqc5SGAAAIIIIAAAggggEDZCtBBKtuqoWAIIIAAAggggAACCCBQaoHWpV5g\nU1heq1at0orZsmVtX7JFixYWNl8JNE8har7PQ69RcVwGGfLwy4jKw+cbt5w+vl+uXn054+aR\nmNa/93lEldPPV/ywMmi6X1fND4vj84hahvJQiLMeUXn45cbJI1s5M+VRW9Joi7jrqnx8mX2e\n/tV7Rq2rX0amcvo8sq1r1DJ8WfQaVU5fjqg8fLo45YzKwy8jUx6+rH55/rN/9XlELcOny7QM\nn4fi+vg+f736aVHLCIubOE3vfZ1lyyNTOX0eUeVMXWbqZ7+eqdP5nF3AbwOJMb1n3DpLTMv7\ndIE4numpmJJNINP2mS0t85MFZIlnskm+n/z3PVt6OkghQt26dUubqg1ToV27dnU7LamRfEMW\nll5xO3To4JLoNSqOIiifqPlt27Z1eXTu3Dk0TpcuXdx8xYvKo3Xr2mrXfF8ml2jtv44dO7p3\nmcrpv6hRy5CTQqdOnULLsXz5cjdfG2pUHr6cWqewOMpbQcsKm695slRZo+b79dc6h8Xx3ipL\n2Hwtw8eJKqfqyseLyqNY206mdfV1Uqxtx+fnVm7tv7jbTqZ69/lGbTtLly51S2vTpk1knfht\np2vXrqFxfDnbt28fOj9xnaLqTGkVosrp6zTTtqN1UIiqE7+NZ/o+++VEldNv45m+zyqD8onK\nw9dJVDmVPlNYs2ZNptnMyyAQVifFaI8yLLJiZ2X6rlYsSgErnuk3pYBsKzKp36kP+z2oSJAC\nVjpue0QHKQR53rx5aVO1I9OrVy9bsWKFLVq0KG2+JlRVVbnpYek1w+/Y6TUqjuKp8qLmr1y5\nUlFcGcLiLFiwwM1XvLD5mrl69WoXR/P9zpObsPbfkiVL3Ltly5ZF5lFdXZ2xnL4DtHjx4tA8\nvKHyyVZOrZPvhCSWU3kraFlRecgy0zK0jgpa57A8/HrILGy+0vo6UTnD4vh1zVQn/gsbll7L\niLvt1NTUhJZBeWjbVVB5wpazcOFCNz9TORO3Hb/T7BKt/ee3nUzbuMqYqU68edS247fxVatW\nha6HiuLLqbi+AxFWzkzbjo8fZqV5ftuJKqevszjbjuzDluO3HdVd2HyVI9u248uZqU6Uj36/\nopbht52ocip9pqA68J3STPGYly4QVifFaI/Sl1S5U7Tz2bdvX/e7MX/+/MqFKOKar7vuuhl/\nU4q4qIrIqnfv3u5gb9jvQUUAFHEl47ZH3INURHSyQgABBBBAAAEEEEAAgaYtQAepadcfpUcA\nAQQQQAABBBBAAIEiCtBBKiImWSGAAAIIIIAAAggggEDTFqCD1LTrj9IjgAACCCCQl4DuByQg\ngAACCKQL0EFKN2EKAggggAACzVrgoYcesvXXX9/GjRvXrNeTlUMAAQTyEaCDlI8aaRBAAAEE\nEEAAAQQQQKBZCtBBapbVykohgAACCCCAAAIIIIBAPgJ0kPJRIw0CCCCAAAIIIIAAAgg0SwE6\nSM2yWlkpBBBAAAEEEEAAAQQQyEeADlI+aqRBAAEEEEAAAQQQQACBZilAB6lZVisrhQACCCCA\nAAIIIIAAAvkI0EHKR400CCCAAAIIIIAAAggg0CwF6CA1y2plpRBAAAEEEEAAAQQQQCAfATpI\n+aiRBgEEEEAAAQQQQAABBJqlAB2kZlmtrBQCCCCAAAIIIIAAAgjkI0AHKR810iCAAAIIIIAA\nAggggECzFKCD1CyrlZVCAAEEEEAAAQQQQACBfAToIOWjRhoEEEAAAQQQQAABBBBolgJ0kJpl\ntbJSCCCAAAIIIIAAAgggkI8AHaR81EiDAAIIIIAAAggggAACzVKADlKzrFZWCgEEEEAAAQQQ\nQAABBPIRoIOUjxppEEAAAQQQQAABBBBAoFkK0EFqltXKSiGAAAIIIIAAAggggEA+AnSQ8lEj\nDQIIIIAAAggggAACBQq88sortskmm9jvfve7AnMieTEF6CAVU5O8EEAAAQQQaCYCm222mQ0f\nPryZrA2rgUB5CqxZs8aWL19uq1evLs8CVmip6CBVaMWz2ggggAACCGQSWLVqFTttmYCYhwAC\nzVaADlKzrVpWDAEEEEAAAQQQQAABBHIVoIOUqxjxEUAAAQQQQAABBBBAoNkKtG62a5bnis2c\naXbHHZ3SUrds2dK+8x2z3XdPm+UmzJjR0mbPHmHV1TPT0nfpUm3HHbc8NGFNjdmdd9Yvb82a\nH9ucOX3q8hgxYpl17BhECgmPP94+WGarpDlz5qwXfB5lixdHX8u6cOF2QZwd7Q9/6GZt2rRJ\nSr/11tHpPv64lT33XHsXf/nyM6ympn1dOfv2XWOHHbYiKS//YenSFvbAAx39R/e6dKleRtnH\nHw9Omp7+4WS7//7e1rlzvZGP06dPbVn858TX555rF+Td2hYtOtlWrFhRV07F2WmnVbbNNuHr\n+d57rW3y5HZ1Wa1e3TZ4P8q+/nqATZrUzvbff2XdvOQ3fe1Pf1rPevVKL+fs2RslR035dNdd\nHYM6P8HWrJmdVE5FO/bYZda1a3j9P/10e5s+vb7+q6vPs2++Wc/lsffeK22zzapSllT78T//\n6W5vvBFWzvWDCPuEptHEzz9vFSzvmODdzjZ2bFdr3br+56Nnz2o78sjwbTzgt/vuq1/eihVn\n2oIFHevW9aSTlgZ5hS92/PgOQdzk4ziLFvUOIo8KrtmeG54omDpnzvbB/yHBcntap071y1aC\nHXZYpZfQ8MEHre3ll2vrX9uOrgn3vwcbbrjGDjoofBufN6+FPfJI8ja+apW+W9p2NgxdVv3E\ns+yhh/pZjx7J5dT8TTdN/n7WpzGbMKGdfflla5s7d6RVVc2tK6fi7L77Sttyy/D6/9e/2tiU\nKdquE8MomzVrfXvxxba2115RPhvaY4/1t9dfTy9nt27Vdswx4fUfXF5vf/1rOzv55MTl8T6O\nQFNvj/w6Dhu2wjbeONgQQsLkyW3tvffCt3O1RzvvHL49JrZHqdnm2h61aNHCunSx4Pveyk44\nITW3+s/jxnWwJUuSf4/83EMPXW7rrlvtPya9+vYoaeLaD7m0R4npBwyoimyPZs9uaY8/3iEx\net37Dh1qgnVcVvc59Y3ao+rqFqmT3edc2iN5rlnT0pYt62SZ2qM332xjb7+d+ntUu/hvfWu1\n7bZbeP2rPXrmmfB9AN8eafCDa665xk477TQ7/PDDXaap7dF9991n7du3t6OPPtrNz7U9qi2p\nBffqLbcNNgiv/5deamsffhi+jcdtjzp1amHaTpcsqf39zbU98uVs06bGfvSj6Pq/556OtmpV\neP0fddSyoJ0K3x/x7ZFfTuJr7u1RbepBg1ZHtkdff93S/vKX8G28WO1RxG5J4qpV1vvPPze7\n4oquoSt93HHRHSR9WWfMuMClu+KK5OQbbFAV2UGqDr5Pycu7wdQo+jwOO2x5ZAdp7NhOIT8s\nKvtNtnDhTcmFSPg0d+6uwaejgx+OhIlr35566pJgBzJ9uqb8979tEsp6VbCDWl/O7bdfFdlB\nWrSoRUI6n3dtOadOtaCjNSP44vvpqa+X2U03rZc60X3+5S87h07XxMce62BPPaUvz6UujvfU\nh0svXRTZQXrzzbYhZb3JPvvMbPz4FZENktmGdtttG7tlpf7r3n1Q6qSkz6NHdw12cC900xLL\nqQkHHLAi6CCF71joh+yNN+o7c2Y3BjvjtXXSq9eCyA7SlCm97eGHw7ZxTfu/4O9lLTotTJvW\nOugkneumX3118mw1ZFEdpOXLU+v/6qDTWr/tjBgR3UG69dbOrqObvLTabWfp0kuSJyd8mjlz\nz+DT/nbjjQkT17694ILFtp2OEYSEf/4zcRtP3nb23HNlZAdpzpxWIduNFqBtR43RwpCl+UlX\nB6MXdfMfkl5/+9vwHQBFGjeuY9Ch0fyLXJrEbedXv1oY2UF65ZV29qtfBXsvSeEmt+08+eSy\nyAbJbDO7664tklL5DwMHVkV2kHTf8d13d6CD5LFyeG367VHtym6wwZrIDtKkSe2D7Sq9062U\nao+iOkjJ7VEyau7tkU/fxkaMsMj26OabuwTfk/qDUj6VXrfbblVkB6m+PUpMUfs+9/aoNp3a\nhqgDdjpwlrxfUb/cXr3WZOwg1bZH4Q1ybu2RlqldzK7BgcPo9uiFF9oHv3/hbfkJJyyN7CCp\nPYpaR98eLViwwN59993gQPLsOoD09ugcN8//fubeHtVmveWWq4MOUnhnTvsi48cnH0DzBYrf\nHvkUtW13fu2RBQcMqzN2kK67rktwgD38IMAee6wMOkjhB97q2yNfzvrX3Nuj2rTqkEUdsPv0\n0+j6L1Z7RAepvg7du2DQnuCMzvyUqWatWrWyIUNqN8y0mcEEHa3faKOf2FdffWW33357UhQd\nsYkKwYmppOWdccYZtt5669lll13mkqgnHBUuvnhx2tH1mUHv6vLLL7eePXtGJbO+fScGnblH\n7dZbb7W2bZOP3Gy8cZV98kl40m9/e1VdWUeNGuWOuujojEL37tHl1LxU00WLFtkFF1wQdMZ2\nCBqjE8IX6KaeYTfccJt16xa2A7koMt0ppywNjuissIsvvtidQfr1r39dF1c/ZFFhn31WBo1c\nff3rJuWzzz7bNt98czvjjPOikgXTP7Yrr3w/SLtuWpwvv/yfjR6dNrluwu23Lwh+6EcHdTLD\nxowZUzddb3r3jna98MIlwdmD+iNBp59+uvXv399+/vOf27bbhv9QK8+99pph++7bQ2+Tgpb/\ni1+MDaYFX4KQoKO5gwZdYtOmTQs6g7clnX3UWdKo0KlTTVL9n3feecEZwc521VVXuSTtEvt4\nKZlceeVCW7o0+cdajd5FF10UHPFtkxK7/uOGGz4dnO0aG3SubwriJXcGNt+8Kvie1sdNfKej\nlX5b1baj+r9xbS9LOxZRoV+/NXXpfByduTz33HODbUcd5LP95JDXkYHF9danT5+0eV26hJ+V\nUcRzz10SnGFcHmx3VwZnDr9xdeIzyHQmWN+LTTdNbuROPfVUGzBggP3whz/1WYS8/scuueRt\nt42lzlQdRwX9xFx0kU4ZJ//WRMVner1AU2+P/JqowxIVvv/9ZcHVGeHz1R5FhcT2KDVOru2R\njsx3797dfd+jD9aZXXfdwuDAYHjnIfU7lVgm3x4lTvPvc2mPfBq96ixZVOjfvyrt98jHbds2\n+ruqOGqPdOA2LOTSHsmzqqoqOOOxJGN7dPjhy22rrcLb5I02iq5//cb53+rUspayPfLL/ta3\nost64onLTPsWYSFue9S1a+3+p/adFHJtj/yyW7XKXP+33LIgqLfwbXz99aO3Od8e+eUkvuba\nHvm0OrASFbbYInobL1Z7VDYdpC+++CK4tGly0DvtYUOHDnU7UFEwmr548WL7+9//7l533HHH\noHOyUVL0bPOTIid8CBZvBx+cfhmNLkXr1cuCnbWEyAlve/asCX5gnwuOLk0N0t+cMCfzW/0Y\nJy7vrLMeDzoDmwfTas8oZEq9667pjcrHH88NkjxqHTocFZm0U6f/BfP+bgceeH0QL/2XMKqD\ntN561UHnrdbmZz/7c3AkoktQzssjl+NndAhO5CSuo6bPmaMv+aNBflqHEzQpIkywYcMWBjuP\n6XvRL7+cvv4+k+23X236u/rqicGP/eJg+bUdOT8/6nXgwDWmPx809KbK2avXLkEjfpafHPI6\nP+h4zA2eZdA9bd6//jUrbVriBF22dfPNzwY7udOCctZ35BLjhL1PPbLaosVjts462wR5nB8W\nvW7agAFLgjNo6dv4Rx/NCeL8K/gL7yD17VsddLxfDOa/HpxJucHaZerZ1C0t2C0O9osT6/+i\ni/4cfL97BNMuTYgV/jbs6NHMmQuCyI8Gyz8oPFEwtVu3j4L/f7P99vtFUOb0jlRUB2mjjdYE\nvyW19a9tp2XL5UE5aztykQsLZnTpUpO0joq71P1YaNvZPfiUqYP0VHAJyk9twIDaBlBpfZgy\nJbrR3XFH7VSsDradvwXfp0+C5d/kk2V81cGc9MsvHw22ne2CHZlRGdLOCo7mfmNbb903Q5z0\nWToINHRo+A5QeuzymEJ7VFsPhbZHcWpz8OAq01+uIbE9yiVtWHukS+j7Bpv1ihXVNr/++Fha\ntlE7uWkRUyb49ihlctaPqe1R1gRrI3Tvnv57FDdt1GXE2dKntkc6Vrh6dU1wEC+9rUnMSzu6\n+ss1qD1KbFfipi92exRnubqkP+qyfqWP0x717t3FXWI3a1ZmT+UX1h5pepxwwAHhHblsaX17\nlC1e6vzw9ig1VvrnXr3yq/9c2qPkQ7PpZSjJlPvvvz84rT0iuITrv8GlPw8HR+rPCH6kon+l\nPv30Uzv00EPt0Ucftf/85z/B6cIfBZcavVFX1mzz6yLyBgEEEEAAgQQB2qMEDN7GFtDVIzqz\n/tZbb8VOk2tEnZG55ZZbgkvIH8s1aV38ZcuW2b/+9S93tUvdRN5ECrz00kvuaofPdJ09oaIE\nGr2DpCN199xzj/vS61IRXZ6mI9Pjx4+PrIhrr73WDjnkkOC65buCS5OucJ2r3/zmN8G9LLWn\nDrPNj8yYGQgggAACFStAe1SxVV/win/88cfBFQtXB4O8vFxwXlEZaNCY66+/PhgQ6E9RUbJO\n/+CDD4IzLwe7/aeoyHPnznWX7UbNr6TpOviuS9+//PLLRl1tDTihzlpDBt1OoFs8CukM6nLt\ngw6KvrqjIctf7LwbvYOkoy2qkG233datm0bGOuCAA+zZZ58NXVd9cd9//313BknXDSvoyz59\n+nR3Birb/NBMmYgAAgggUPECtEe5bQJ33nmn2xn68MMPc0uYQ+wJEya4S+i1LEJpBI499ljT\nrQuE4gh8HYyepHt312hIzzyDrpQ6TiOFlXn4JLhHQ53w5hAa/R4k3Ri+/vrrJ1mqwzRnzpzg\n3pHq4B6A5D6cBiFQUBwfNCCBBhuYNav+Xo+o+YMHD/bJ3BknVWZi6BBcoKxL9FKDBmlQmXRP\nik5Rh4WVK2uv3UzN08f1I6kon6g4OgumfKLmL1xYOxqWvnC6CTI1+KMcujEyKo/a+2rMHSUI\nu49EN3wrqLMZlYfqRkezoub7SyRVv2Fx/PxM5ay9h0PDS3/ubvRMXVflraC8wpaheSqjyho1\nX+uooHUOi+PrVGZh85VW66Age99pdxPW/lNdKajuovLQclT3UfO1zShoG4qKo/kaGCBqfuK2\nkzpwgdL6bUf370XlofwV9B1JHeBD0+NsO2okMm07GoRBIWrb8RbaPqLK6bcdHQnz6+0yXfsv\n7rajskYtY968eS63qG3H/07E3Xa0naYGHfhRyLTtaCCJTNu4/93R72PUumgZmX53/I3B2pY1\nwEauQUOthw1CkWs+DR1f2wXtUb1ytvZIl8W//fbbbucv9ZER9bkU9k51okvLsv32FbIU7Weo\nHdF3Sb9/+YQ4vyn55JuYJk57lBg/7H0x2qOwfFOn6Xdc9eZ/O1Lnl+JzKdqjOOvx05/+1N0z\n//TTTwf3eq6TliTOtqM2M1N7lJZpHhMS92XC2iPV6ZQpU9xAPYMGDQpdQrb2KDRRiSfGbo+C\nH8BGDcFIUTXBaFZJZQiGZazZdddda4IdkKTp+hCcWarZZ5990qYH9yTVBNflZp2fmDDY2asJ\nKjnp7/zzz9d1evxhwDbANsA2UKRtYLfddkv86S3b97RHtH20/2wDbAPNexuI2x41+hkkHXXS\nUYbE4D937NgxcbJ7HxZfM9SzVvxs8xMz1FmhI444InFSMJrKFu6epqSJaz/o8j/1qsN61mHx\nmZZZAM/MPrnO1fYc7HmyfeYKFxFfngr6bSEUJrCZxqtuAiGs/aA9yr/idPbgqaeeCp6BtLHt\nsssuoRnpiLTOxu67777ucRqhkQqcqDPKOqOrx0WEnfnWWV4N+qTRcPfYY4/Qpen+D51lP/LI\nI4PRX/WMvdzDE0884c6ef//73w9NrDNy//znP4MHPe8eOpx+aKKUiRrdV2eKNZCVHxo6JUpJ\nPspK1n01PGBI0OWsujRT96tkeixJSNK6SX/729/cVQu69Mz/XtfNLNEbbVcaNCPTtlOMovj1\ni2qPpgYPldTgG9p+U0d11vKV7r333nOPvdhkk02KUaS88tClhm+++aYbrTqqHPLUiNZ77bVX\n6DKUXvnku+3EbY8avYPUKxg7O/WGMP2o6jRk2OVfiq+K1kaZ2IFSmn79+pl2ujPNT9RWXA3o\nkBr222+/1Emu46Vl64e2MU8ZpxWsiU6oHVa1r7skzF9u10RXpWyKrWcw6TS8v2ywbArWRAvS\nu3fvtcOq1l+620RXpdGL7Rv3Ri9IlgLQHmUBynG2Bi5QB+nb3/62G1wgx+Qli67LdtVB0r3Q\nGgQhLOgeEO30X3rppXlfLqob7XUJX9QyNEiVOkga1Xf48OFhxcg67cc//rHrIOk5g1E7oFkz\nKUKEbO2RHNVBOuecc4IhsLfJe4l6EKz243RwozGCbvvQDv2QIUMi67UY5crWHulybA0yo0vf\n1Lko16BRQtXB0UGCqAMFUd8Pv0561qM6SHrO4NZbb+0nx36N2x4l3+ATO/viRRw4cKC7ocsf\npVPO6gmnXgful7jBBhu4TpDi+KBBG3RWR/cdZZvv0/CKAAIIIIBAogDtUaIG7xEobwHtSE+c\nOLHROkfS0Vk6PfT8+OOPb1Qs7f/utNNOZd05alSgPBbe6B0knVZXGDdunOvk6NSwRq3RERQf\nNM93iHSKXGd4NDS4bijTTeNjx451I9+ph51tvs+TVwQQQAABBBIFaI8SNSrnvc4cavACncEh\nIJCLgK5k0tnFqMvBcsmLuOUl0OgdJF1GN3r0aNO1uRreOxgkwd0XNHTo0Dop/WhppBwfTj/9\ndHdt6/e+9z077LDD3Bklnab1Idt8H49XBBBAAAEEvADtkZcozqsuY9f9JWGjZhZnCcXJRZd8\n6wh82AhjxVlC6XLRpXU6q6KraQgIIJC/QKPfg6Sib7fddvbkk0+6m+10Fih1aO9XX301aQ31\nI3bzzTe7e4F0LaGG7EsM2eYnxuU9AggggAACXoD2yEsU/tq/f393Y3jhOZFDXIENN9zQ9EdA\nAIHCBMqig+RXIWq0Ez8/9TXbCC3Z5qfmp886UXXIIb3TZun5NhrwLrjUNDS8/XYbO+209OcS\nKfJ6660JzpDVPjMlNbEGyBo6NH15Pt6ECXODI3Dpz0fR/B/9aJ3g0sPwKrzuukXBKd/a5zL5\nvPzrzTd3toceCh+F57jjltmPf7zUR016ff75dnbxxV2TpvkPW221OrjUsfb5NX6af501q6V9\n73s9/Uf3Kk8NElZd3dZefz1pVtKHQw/taTNnhp/ovOuuBcENequT4vsPl13W1f72t3b+Y9Lr\nOecssR/8YHnSNP/h4Yc72E03hT/nZc89VwY3YS7yUZNe33+/tZ14YvrzDRSpR4/q4Ihe7fOW\nkhKt/bDrrr2DwRXC5lhw8+fc4EhgeP2feWb34Ibe+htTawddaxMMUtLbfvnLRXbggeH1//vf\nd7J7700fIVIl+L//W24XXVT7XKfUEr32Wlv7yU+6pU52nzfbrMoeeGB+6LxFi1rYsGG9Qudp\n4ksvzQ5GhQqfffTRPYJBXGpHk0uN8bvfLbDvfjcc7qqrutjTT7dPTeI+n3rqUjvppPBnmT31\nVHu75pouLp6/kVOeCjvttMpuuaX2OWRuQsK/Tz9tZcccE35jbKdONfbCC7XPsUpIUvd23317\nBTdu1z70um7i2jcPPjgvuNE6fBS988/vZpMnt01N4j7//OeLg7Prtc+sSo1w990d7Y47kg8q\n+TjDh6+wyy8Pfw7MP/7Rxs46K/w3bqON1tgjj4T/xunxcKNGdbXHH/dLaRqvtEfp9VTp7ZHZ\na8HIWVuEjpgWpz2aMeNVdyvBjjvWt/mV3h49+ugAO/XUeo/ErY72iPYoqj0y29lGjtwtdFTK\nYrVH4XvXiVtohb3XsxqXLUvfWdEO/drnwIaKqKMTlk6Rly9Pzy8xk6h0ihPy7Mi6pHpmZ1Ra\nlScqBM/Ci0y3enV0WTUae9TyVqyITheMPJ2WTp56BnBNTYvgz4LRwsJLq3yjlpnJRnUVla6q\nKmJhQRHUUYlKt3JldLqo7UZr1aFDdDrN1/ahOgkP0WlVnsSy+mcqV1e3CDpJ0eky1f+qVdHp\nMm3judZ/+LqmT81c/9Fl1Xok2iTmHHcbT/RU+nzr3+eTWIbE9ypnVFkzb+PR6TJt45oXtbyG\nqH+ta6btI9GC98kCUb8rtEcWPB4k+rc60/ZWSHsU/JoHv9ctg7Yr/bcn83e1tqzt2vVwj2JI\n/P5l+q5WQntUVdWypL9HYfWf/K2L/kR7FG2Tuj+SGDPTNp5ve2TWKmhXWgW/A+nfxUzff5Ur\n23xf9hZ6Yp//wGutgH+qcaKHhpBkmO9EkcLeM8x3YX5hqbMNqxqWhmnRAtmGVY1OyZxUAZ2N\n69OnT+pkPscQoD2KgVRglDjtkW7Ef+aZZ9z90A21Let+6yuvvNLuuuuuvIf5LpCiaMmztUd6\nJo8G5dJze7p3Dz8zXbTCNIOMmkt79Nxzz7nt+8wzz4x85li26tIw3/fdd5/7PuY7zHec7zBn\nkLLVBPMRQAABBBBAAAEEiiaw1VZbmf4IlSWgkUL9aKHlvubhN3eUe6kpHwIIIIAAAggggAAC\nCCDQAAJ0kBoAlSwRQAABBBBAAIFcBPSgz4svvti22GKLXJIRFwEEGkCAS+waAJUsEUAAAQQQ\nQACBXAS23XZb0x8BAQQaX4AzSI1fB5QAAQQQQAABBBBAAAEEykSADlKZVATFQAABBBBAAAEE\nEEAAgWiB1q1bm0aW1uiTDRkaNveGLDl5I4AAAggggAACCCCAQMUIjB492j7//HMbMmRIg64z\nHaQG5SVzBBBAAAEEEEAAAQQQaEoCDNLQlGqLsiKAAAIIIIBAyQXOO+88O+6446xbt24lXzYL\nRACB0gvQQSq9OUtEAAEEEEAAgSYksPXWWzeh0lJUBBAoVIBL7AoVJD0CCCCAAAIIIIAAAgg0\nGwE6SM2mKlkRBBBAAAEEEEAAAQQQKFSADlKhgqRHAAEEEEAAAQQQQACBZiNAB6nZVCUrggAC\nCCCAAAIIIIAAAoUK0EEqVJD0CCCAAAIIIIAAAggg0GwE6CA1m6pkRRBAAAEEEEAAAQQQQKBQ\nATpIhQqSHgEEEEAAAQQQQAABBJqNAB2kZlOVrAgCCCCAAAIIIIAAAggUKkAHqVBB0iOAAAII\nIIAAAggggECzEaCD1GyqkhVBAAEEEEAAAQQQQACBQgXoIBUqSHoEEEAAAQQQQAABBBBoNgJ0\nkJpNVbIiCCCAAAIIIIAAAgggUKgAHaRCBUmPAAIIIIAAAggggAACzUaADlKzqUpWBAEEEEAA\nAQQQQAABBAoVaFEThEIzqYT033zzjY0fP9622WYb22OPPSphlRt0HZcuXWp/+MMfbJNNNrHh\nw4c36LIqJfNbb73VevfubUcffXSlrHKDrue9995rVVVVdvLJJzfocsgcgVwFaI9yFcscn/Yo\ns08+c2mP8lGLTkN7FG3TUHM4gxRTdtasWXbbbbfZK6+8EjMF0TIJLFu2zHlOmDAhUzTm5SAw\nZswYe/jhh3NIQdRMAn/84x/t7rvvzhSFeQg0igDtUXHZaY+K66ncaI+Ka0p7VFzPOLnRQYqj\nRBwEEEAAAQQQQAABBBCoCAE6SBVRzawkAggggAACCCCAAAIIxBGggxRHiTgIIIAAAggggAAC\nCCBQEQIM0hCzmtesWWO6Trlt27bWrl27mKmIFiWgsUGWLFlirVu3tg4dOkRFY3oOAvJs2bKl\ndezYMYdURI0SkKdC586do6IwHYFGEaA9Ki477VFxPZUb7VFxTWmPiusZJzc6SHGUiIMAAggg\ngAACCCCAAAIVIcAldhVRzawkAggggAACCCCAAAIIxBGggxRHiTgIIIAAAggggAACCCBQEQKt\nfhmEiljTAlZS13v/+9//tueff95WrVpl66+/fgG5VW7Sr7/+2iZNmmSDBw9OQ/jiiy9s4sSJ\nNn36dOvbt6+71ystEhPqBOSkZ0h98MEH1r17d+vSpUvdPL3BM4kj64ePP/7YbX/z5s1z21+b\nNm2S0ixevNhefPFF9zsg627duiXN5wMCpRKgPSqONO1RcRyVC+1R8SyVE+1RcT3zzY0OUhY5\nNUann366Pf3007bOOuvYAw88YDNnzrSdd945S0pmJwroBsPzzz/fPvvsMzvkkEMSZ9n9999v\nl112mXXq1MneeOMNe+qpp2yvvfZi8IYkpfoPstJDizV4wJQpU+yee+6xQYMG2YYbbugi4Vlv\nFeedjhHJsGvXrq7T+eyzz9qee+5p7du3d8k//fRTO/bYY23GjBm2YsUK0xPi5b3BBhvEyZ44\nCBRNgPaoOJS0R8VxVC60R8WzVE60R8X1LCi3YPQWQgaBBx98sOaYY46pCX5QXaxgB79mt912\nqwmO3GdIxaxEgaDTU3PEEUfU7L333jUnnXRS4qyazz//vCboDNUEZ+jc9NWrV7s4v//975Pi\n8aFWQNvd7rvvXvPNN9/UkQQ/qG4b1QQ861hivXn33Xdr9thjj5rgCKiLv3LlypqDDjqo5qGH\nHqpLf8opp9T85je/qamurnbT7r333prvf//7dZ/rIvIGgQYWoD0qHJj2qHBDnwPtkZcozivt\nUXEci5UL9yBl6V6+9tprNmzYMHd2Q1H79+9vQ4YMMR1lJmQX0KVJF198sR144IHuKHxqirfe\nesvWW28923bbbd0sDft9wAEH4JsKtfbz/PnzLehkWp8+fepibLfddu6sZvCjYHjWscR606tX\nL7v++uutX79+Lr62P51J0qV2CnPnzrX333/fDj30UGvRooWbdvDBB7tLSv773/+6z/xDoFQC\ntEeFSdMeFeaXmpr2KFWksM+0R4X5FTt162Jn2Nzy02U12oFPDPo8a9asxEm8jxDQM44efvhh\n69mzpwVH3tNiyTf1ni75zpkzx4Ij9u65PmmJKnjCTjvtZPpLDLo3bsstt3Q78HgmymR/r46R\n7xz973//c5fYLVy40Pbff3+XWJfTKiT+Bmhb1vPQ9BsQdj+dS8A/BBpAgPaoMFTao8L8UlPT\nHqWKFPaZ9qgwv2KnpoOUQbSqqsrtqOuIcmLQ52nTpiVO4n2EgI7Ia4cyKmgHNNVXN8Grc6Qd\nVd33RYgWGD9+vL3zzjt2xx13uEh4RltlmjN79mw766yz3MOgdYbI38+lHVI9GDr14dDaRnX0\nlIBAqQRojwqXpj0q3DBTDrRHmXTiz6M9im/VkDG5xC6DbqtWrdwZDDVMiUGfNaAAoXABjRYW\n5qucO3bsWPgCmnEOd999t91555129dVX2+abb+7WFM/8Krx3795uhEUN1qBL5y699NJIT83Q\nzfJsn/lZkyo/Adqj/NxyScXvZy5ayXFpj5I9CvlEe1SIXvHS0kHKYKl7Dnr06GG6bjkxLFq0\nyNZdd93ESbzPU0DX3Ib56sxR6lH7PBfR7JLp7NoNN9xgOlp344032i677FK3jnjWUeT1ZtNN\nN7VgAAZ3L9fSpUtNnuoMLVu2LCk//Qb4S/OSZvABgQYSoD1qINiEbPn9TMCI+Zb2KCZUHtFo\nj/JAK2ISOkhZMDfeeGObOnVqUiwdYU69byYpAh9iCwwcONA9yyfxLJK88Y0mHD16tL3++usW\njPRnGqAhMeCZqJH9vTqZGn4+MahjpEZfO6QayluX5ST+BmjQBs1PvC8pMT3vEWgoAdqjhpKt\nzZffz9x9aY9yN4tKQXsUJdM40+kgZXE/8sgj7bnnnnOX3WiUsMcee8w9LDYYCjhLSmbHEdh3\n331dtHHjxrmdzk8++cTdKD9ixIg4ySsujh6mq+3xxBNPdGfedP+R/9OZDjxz2yT0vCM9BFrP\nOVMnXZb6jmu6LqHTA2H3228/95wkPTtFz0EaO3asG2lRl0EQECilAO1Rw2rz+5mbL+1Rbl7Z\nYtMeZRMq7fwWGi+8tItsekvTtbV6+KauT9aZDd3MvcMOOzS9FWnkEmsUOw1Tqx3MxKAd1Cuu\nuMJdxqRRhjSk8o9+9KPEKLxfK6AhvqMGCJk0aZLbqcczt83liSeesDFjxrgO+qpVq9yw/qNG\njXIP4lVOGoxB26c6T7rsc5tttrFLLrkkbXCR3JZKbATyE6A9ys8tNRXtUapI7p9pj3I3y5aC\n9iibUOnm00GKaa0dJ913oGuUCQ0jEDz81HRUvmVLTmwWQxjP+Io6e6QRADXiojrpYUHff90o\nzwAtYTpMK6UA7VHDa/P7WVxjPON70h7Ft2rImHSQGlKXvBFAAAEEEEAAAQQQQKBJCXCovklV\nF4VFAAEEEEAAAQQQQACBhhSgg9SQuuSNAAIIIIAAAggggAACTUqADlKTqi4KiwACCCCAAAII\nIIAAAg0pQAepIXXJGwEEEEAAAQQQQAABBJqUAB2kJlVdFBYBBBBAAAEEEEAAAQQaUoAOUkPq\nkjcCCCCAAAIIIIAAAgg0KQE6SE2quihscxSYM2eOff755+5Bpc1x/VgnBBBAAIGmIUB71DTq\niVI2vAAdpIY3ZgkIZBQ4++yzbcCAATZv3ryM8ZiJAAIIIIBAQwrQHjWkLnk3JQE6SE2ptigr\nAggggAACCCCAAAIINKgAHaQG5SVzBBBAAAEEEEAAAQQQaEoCrZtSYSkrAgiYTZgwwV599VX7\n6KOPrHv37jZ48GA75ZRTrHPnzkk8r732mk2cONE+++wz22WXXezkk0+2q6++2oYNG2a77rpr\nUlw+IIAAAgggkKsA7VGuYsRvKgKcQWoqNUU5EQgEjj/+eBs+fLg9/vjjVlNTY3/9619t1KhR\ntv3229uqVavqjK6//nrbbbfd7C9/+YutXLnSrrjiCttvv/3syiuvNHWcCAgggAACCBQiQHtU\niB5py12ADlK51xDlQ2CtwIsvvmgPPvigXXTRRfbhhx/aY489ZtOnT7czzjjDnU2aNGmSi/nS\nSy/ZxRdfbOecc469/fbb9uijj9rUqVMZBIItCQEEEECgKAK0R0VhJJMyFqCDVMaVQ9EQSBQY\nOHCg6yBdcskldZNbtGhhRxxxhPs8e/Zs96qOU4cOHdzldJqv0KtXLxs9erR7zz8EEEAAAQQK\nEaA9KkSPtE1BgHuQmkItUUYEAgENBa6/KVOm2D//+U97//333d8bb7zhfPwldpq3ySabWJcu\nXZLcdBkeAQEEEEAAgUIFaI8KFSR9uQtwBqnca4jyIbBWYNGiRbb77rvbd7/7XXffkTpKm266\nqV1wwQVJRjqT1LZt26Rp+qCzSgQEEEAAAQQKFaA9KlSQ9OUuwBmkcq8hyofAWgFdWqfR6+66\n6y4bOXKktWnTxs3RPUYKGrRBQZ2mf/zjH+6zv8RO0z/55BO9EBBAAAEEEChIgPaoID4SNwEB\nziA1gUqiiAhIQGeMOnbsmNQ50nSNZKdQVVXlXnVP0pw5c+xPf/qT++z//e53v/NveUUAAQQQ\nQCBvAdqjvOlI2EQEOIPURCqKYjZ/gV/84hehl8HtueeedvDBB9u2225rb775pv385z+30047\nzebOnWv333+/PfTQQw5n4cKF7vWHP/yh3XHHHXbiiSfav//9bxs0aJB7dtIzzzzj5ieeVWr+\nqqwhAggggECuArRHuYoRv7kJ0EFqbjXK+jRZgTFjxoSWvWXLlq6DdM0119iaNWtcp+imm26y\nVq1a2YEHHmgffPCBDR061DTs6qWXXmqtW7e2l19+2S688EJ74okn3PDeundJl+LpGUqdOnUK\nXQ4TEUAAAQQQkADtEdtBpQu0CO5bqL1xodIlWH8EmohAdXW1TZs2zfr37x96xmnmzJmuE5Q6\nip06UHvvvbc743TMMcc0kbWlmAgggAAC5SpAe1SuNUO5ChXgHqRCBUmPQIkFdEZpiy22CO0c\nqSh//OMfrWvXrjZ58uSkkl177bWmy+t22WWXpOl8QAABBBBAIB8B2qN81EjTFAQ4g9QUaoky\nIpCDwOeff27f/va3TUf29ttvP+vbt6+98MILNnXqVLvzzjvt5JNPziE3oiKAAAIIIJCfAO1R\nfm6kanwBOkiNXweUAIGiC0yfPt0NzDBp0iT76quvbMcdd7SDDjrIdZiKvjAyRAABBBBAIEKA\n9igChsllLUAHqayrh8IhgAACCCCAAAIIIIBAKQW4B6mU2iwLAQQQQAABBBBAAAEEylqADlJZ\nVw+FQwABBBBAAAEEEEAAgVIK0EEqpTbLQgABBBBAAAEEEEAAgbIWoINU1tVD4RBAAAEEEEAA\nAQQQQKCUAnSQSqnNshBAAAEEEEAAAQQQQKCsBegglXX1UDgEEEAAAQQQQAABBBAopQAdpFJq\nsywEEEAAAQQQQAABBBAoawE6SGVdPRQOAQQQQAABBBBAAAEESinw/3qUsprMks1qAAAAAElF\nTkSuQmCC",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Inspect ACF and PACF\n",
    "\n",
    "ggtsdisplay(daily_ts)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Auto-correlation of residual"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAANICAYAAAD958/bAAAEDWlDQ1BJQ0MgUHJvZmlsZQAA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",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ggtsdisplay(daily_dff1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There are significant auto correlations at lag 1 and 2 and beyond. Partial correlation plots show a significant spike at lag 10. This suggests that we might want to test models with AR or MA components of order 1, 2, or 10. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "fit_daily = arima(daily_ts, order=c(10,1,13))\n",
    "fit_daily\n",
    "\n",
    "tsdisplay(residuals(fit_daily), lag.max=15, main='Model Residuals')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAANICAYAAAD958/bAAAEDWlDQ1BJQ0MgUHJvZmlsZQAA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",
      "text/plain": [
       "Plot with title “Natural Gas Price Forecast”"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fcast_daily <- forecast(fit_daily, h=10)\n",
    "plot(fcast_daily, xlim = c(6820, 6850), ylim = c(2,4), xlab = \"Time (in days)\", \n",
    "     ylab = \"Natural Gas Price per million British thermal units (Btu) in US $\", \n",
    "    main = \"Natural Gas Price Forecast\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "     Point Forecast    Lo 80    Hi 80    Lo 95    Hi 95\n",
       "6829       3.012611 2.781796 3.243425 2.659610 3.365611\n",
       "6830       3.007880 2.699642 3.316118 2.536470 3.479290\n",
       "6831       3.003036 2.637274 3.368798 2.443652 3.562420\n",
       "6832       3.008740 2.593336 3.424143 2.373435 3.644045\n",
       "6833       3.019911 2.558477 3.481346 2.314208 3.725614\n",
       "6834       3.012976 2.509985 3.515968 2.243717 3.782235\n",
       "6835       3.008750 2.467766 3.549734 2.181386 3.836114\n",
       "6836       3.008714 2.432852 3.584576 2.128009 3.889419\n",
       "6837       3.009026 2.399582 3.618470 2.076961 3.941090\n",
       "6838       3.015688 2.373223 3.658154 2.033122 3.998255"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fcast_daily"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "***Conclusion***: The predicted opening price of Nautral Gas on June 29, 2017 is \\$3.01 per million British thermal units (Btu) with 80% confidence interval of $ (2.78 - 3.24)."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "R",
   "language": "R",
   "name": "ir"
  },
  "language_info": {
   "codemirror_mode": "r",
   "file_extension": ".r",
   "mimetype": "text/x-r-source",
   "name": "R",
   "pygments_lexer": "r",
   "version": "3.3.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
